{"id":"W3203829683","doi":"10.1016/j.eurpsy.2019.01.001","title":"Oral Communications","year":2019,"lang":"en","type":"article","venue":"European Psychiatry","topic":"Mental Health Research Topics","field":"Psychology","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Computer science; Action (physics); Psychology; Medicine; Physics","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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0005687171,0.00008816025,0.00009466337,0.00006694189,0.0001010721,0.00002065776,0.0007917166,0.00002868782,0.007329296],"category_scores_gemma":[0.000008485234,0.00008543471,0.00004839483,0.0001551403,0.00006314754,0.00004720824,0.0002239657,0.0003499157,0.06570951],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002420228,"about_ca_system_score_gemma":0.00003783364,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003563287,"about_ca_topic_score_gemma":0.0000258896,"domain_scores_codex":[0.9983941,0.0007002405,0.00021848,0.000223472,0.0001470872,0.0003166446],"domain_scores_gemma":[0.9980354,0.00004100122,0.00005641998,0.001706149,0.00002252845,0.0001384421],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00007982821,0.0006472535,0.3201514,0.00008083334,0.00006146482,0.00001120478,0.002467023,5.78411e-7,0.00005764042,0.3599516,0.2700707,0.04642038],"study_design_scores_gemma":[0.0008739842,0.0001944124,0.2250006,0.00004919031,0.000004792677,0.00001773382,0.001235989,0.00001975562,0.000001282661,0.0007447116,0.7717091,0.0001483878],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1657855,0.001440123,0.00002925403,0.004090849,0.00295794,0.0002811806,0.000008372954,0.0001043971,0.8253024],"genre_scores_gemma":[0.9246872,0.00002087388,0.005610252,0.00346272,0.0002975641,0.00001047295,0.00003103022,0.00005556656,0.06582429],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7594781,"threshold_uncertainty_score":0.9935781,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07866342068033447,"score_gpt":0.4306650360779308,"score_spread":0.3520016153975963,"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."}}