{"id":"W6944783765","doi":"10.25446/oxford.20241129","title":"An Introduction to Psychiatry through Analysis of Selected TV Shows, Rutgers Robert Wood Johnson Medical School, New Brunswick","year":2022,"lang":"en","type":"other","venue":"University of Oxford","topic":"Wheat and Barley Genetics and Pathology","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Syllabus; Information professional; George (robot); Medical school","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009726203,0.0003334965,0.0001849199,0.003124566,0.0006436328,0.0008373868,0.0004136383,0.0002060426,0.114754],"category_scores_gemma":[0.003092266,0.0003351692,0.0001237433,0.002455182,0.0002476693,0.0005157511,0.0006563419,0.0005872219,0.04139276],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002019677,"about_ca_system_score_gemma":0.004541179,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.08573763,"about_ca_topic_score_gemma":0.3208962,"domain_scores_codex":[0.9996144,0.00006103663,0.00004003889,0.0000480173,0.0001832321,0.00005322588],"domain_scores_gemma":[0.9984799,0.0002269057,0.0001239421,0.00009317564,0.0006865878,0.0003895161],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"qualitative","study_design_scores_codex":[0.00005881248,0.00005391977,0.01176209,0.000202695,0.000004886071,0.0002588228,0.0006267083,0.00006183241,0.000799661,0.0004184227,0.7579191,0.227833],"study_design_scores_gemma":[0.000009912529,0.00004308994,0.1333854,0.0004977037,0.000009664723,0.0003571987,0.00212201,0.00008963654,0.0007457493,0.0003738926,0.8623412,0.00002456842],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.06274313,0.03170788,0.004719364,0.03156394,0.002333339,0.001383671,0.2862793,0.003113382,0.576156],"genre_scores_gemma":[0.064495,0.05028986,0.01402747,0.002716324,0.0006861867,0.0006216401,0.06832169,0.001198834,0.797643],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.114754,"threshold_uncertainty_score":0.3838904,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007771874513328066,"score_gpt":0.206590735005433,"score_spread":0.1988188604921049,"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."}}