{"id":"W4250359782","doi":"10.1176/appi.ajp-rj.2020.160209","title":"Beached","year":2020,"lang":"en","type":"article","venue":"American Journal of Psychiatry Residents Journal","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University","funders":"","keywords":"Beauty; Art history; Art; History; Aesthetics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00145875,0.0003992095,0.0009778856,0.0005342483,0.0002981877,0.0003199584,0.001488453,0.00006389346,0.0007855338],"category_scores_gemma":[0.0005462032,0.000333483,0.0007782879,0.001383126,0.0004047435,0.0009701137,0.00009193873,0.002145384,0.0008148325],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001850742,"about_ca_system_score_gemma":0.001185826,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002284549,"about_ca_topic_score_gemma":0.00001040917,"domain_scores_codex":[0.9944622,0.0006804128,0.002012273,0.000271784,0.001861988,0.000711341],"domain_scores_gemma":[0.9923558,0.00009013395,0.004745333,0.0002766008,0.0007335661,0.00179853],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003735053,0.0004987587,0.6574187,0.00002761758,0.001472456,0.0009493363,0.002459334,0.000620315,0.007328131,0.0004001289,0.3068277,0.01826253],"study_design_scores_gemma":[0.0172916,0.02088838,0.8040208,0.001112728,0.001865863,0.07386231,0.02781225,0.0002635252,0.0009619328,0.01476469,0.03472324,0.002432697],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9583449,0.0021703,0.002801558,0.03258087,0.002764108,0.0001057518,0.00001501704,0.00005221646,0.001165242],"genre_scores_gemma":[0.9590297,0.0002167777,0.03022786,0.004098261,0.006215812,5.876535e-7,9.825095e-7,0.0001617738,0.00004826628],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2721044,"threshold_uncertainty_score":0.9999632,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01599387411679331,"score_gpt":0.2856126036887578,"score_spread":0.2696187295719645,"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."}}