{"id":"W4288047087","doi":"10.1002/leap.1474","title":"For <scp>early‐career</scp> researchers by <scp>early‐career</scp> researchers: The <scp><i>GPNG</i></scp> model for advancing, promoting and supporting innovative research","year":2022,"lang":"en","type":"article","venue":"Learned Publishing","topic":"Mentoring and Academic Development","field":"Psychology","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Mentorship; Publishing; Outreach; Promotion (chess); Political science; Public relations; Sociology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[{"model":"gemma","categories":["metaresearch"],"domain":"incentives","study_design":"theoretical_or_conceptual","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"},{"model":"gpt","categories":["metaresearch"],"domain":"incentives","study_design":"theoretical_or_conceptual","genre":"methods","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"}],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","metaepi_narrow","sts","scholarly_communication","research_integrity"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.06922591,0.000862302,0.001001314,0.001376991,0.004726792,0.004333472,0.003886152,0.0008415634,0.00004990215],"category_scores_gemma":[0.1151447,0.0008201157,0.0002875894,0.004392995,0.0006976097,0.003124879,0.003489493,0.009055974,0.00003584668],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001382073,"about_ca_system_score_gemma":0.001408702,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001391545,"about_ca_topic_score_gemma":0.00004440071,"domain_scores_codex":[0.9799459,0.00319283,0.001914782,0.002952202,0.004477919,0.007516375],"domain_scores_gemma":[0.9680257,0.02473968,0.001210033,0.001616554,0.002980482,0.001427592],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00008017482,0.0003840236,0.01900255,0.0005728478,0.0007123122,0.00005056053,0.1762744,0.0008616649,0.004897475,0.008219514,0.7652317,0.02371284],"study_design_scores_gemma":[0.005427726,0.001548586,0.002334867,0.000399499,0.00007158636,0.00004571669,0.244917,0.02623642,0.002249846,0.01293663,0.7035193,0.0003128086],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9553704,0.002696592,0.004458022,0.006758513,0.001433022,0.006241365,0.0005720279,0.0005689877,0.02190103],"genre_scores_gemma":[0.814329,0.0001289273,0.007099859,0.001685319,0.001578781,0.009989225,0.0006880818,0.0006836304,0.1638171],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1419161,"threshold_uncertainty_score":0.999425,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.216363280100916,"score_gpt":0.4152289071027886,"score_spread":0.1988656270018726,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}