{"id":"W4234363481","doi":"10.31542/j.ecj.127","title":"Collaboration","year":2013,"lang":"en","type":"article","venue":"Earth Common Journal","topic":"Forest Management and Policy","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"MacEwan University","funders":"MacEwan University","keywords":"Political science; Library science; Sociology; Engineering ethics; Engineering; Computer science","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0001035832,0.00004504997,0.00004341714,0.00002220445,0.0001363137,0.0001629296,0.0001132255,0.00001585895,0.05636013],"category_scores_gemma":[0.000008530146,0.0000369222,0.00001985554,0.0001349814,0.0000349654,0.0004678029,0.00004749718,0.00009493286,0.02328467],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001596889,"about_ca_system_score_gemma":0.000003482384,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001199996,"about_ca_topic_score_gemma":0.0001032672,"domain_scores_codex":[0.9995407,0.00003326094,0.00009779465,0.00004874725,0.0001506325,0.0001288144],"domain_scores_gemma":[0.9997739,0.000007880806,0.00004691286,0.00008209654,0.000005472126,0.00008371965],"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":[0.000003018687,0.00002290738,0.1373463,8.52589e-7,0.000005208159,0.000005817397,0.0002964525,0.000711348,0.0005476288,0.0003943536,0.8192607,0.04140545],"study_design_scores_gemma":[0.0002114458,0.0000647706,0.3272709,0.000003595988,0.000003401775,0.00002341229,0.00002864532,0.001787948,0.0001110607,0.002051495,0.6683521,0.00009125628],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8046382,0.00001399601,0.00003487171,0.002867641,0.0001715983,0.00007625146,2.711689e-7,0.00001445553,0.1921827],"genre_scores_gemma":[0.979274,0.0000124959,0.0006448695,0.0006081518,0.0001231494,0.000002510852,9.501154e-7,0.000004354114,0.0193295],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1899246,"threshold_uncertainty_score":0.9774758,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0063963246066871,"score_gpt":0.2216357827853968,"score_spread":0.2152394581787097,"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."}}