{"id":"W7095649774","doi":"","title":"","year":2021,"lang":"en","type":"other","venue":"OAPEN (The OAPEN Foundation)","topic":"Scientific Computing and Data Management","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Scholarship; Discipline; Work (physics); Empirical research","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","metaepi_narrow","sts","scholarly_communication","open_science","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.01640751,0.0009817941,0.001352624,0.001430896,0.001540296,0.01082996,0.01082458,0.0003176951,0.8720995],"category_scores_gemma":[0.008609508,0.0006384837,0.000682589,0.005086378,0.0007160116,0.0006365297,0.005240884,0.0007428132,0.8206479],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001916536,"about_ca_system_score_gemma":0.000529837,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001575685,"about_ca_topic_score_gemma":0.004077275,"domain_scores_codex":[0.9831027,0.001849529,0.002333842,0.004247299,0.00730474,0.00116192],"domain_scores_gemma":[0.9810332,0.003916871,0.002670504,0.01119252,0.0007828419,0.0004040664],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001379733,0.0001166698,0.0004897781,0.0000189855,0.000191363,0.00004030886,0.0001980264,0.0001174885,0.00001349911,0.002457694,0.09211309,0.9042293],"study_design_scores_gemma":[0.0006211959,0.00003468007,0.003103813,0.0002395272,0.0001246535,0.00003176336,0.001187649,0.00131676,0.00001053791,0.006443757,0.9860815,0.0008041009],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0001748929,0.00001893948,0.02152865,0.009958877,0.008996853,0.001555838,9.192971e-8,0.0004319797,0.9573339],"genre_scores_gemma":[0.002279596,0.00007265175,0.003608932,0.002273394,0.001570599,0.0001500449,0.001547089,0.0004748172,0.9880229],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9034252,"threshold_uncertainty_score":0.9997596,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.177108957700335,"score_gpt":0.4164912057671785,"score_spread":0.2393822480668435,"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."}}