{"id":"W3172234771","doi":"","title":"Commentary on Cox et al.","year":2019,"lang":"en","type":"article","venue":"Evidence-Based Mental Health","topic":"Advanced Causal Inference Techniques","field":"Mathematics","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Psychology","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":[],"consensus_categories":[],"category_scores_codex":[0.001184632,0.0002566028,0.0003738143,0.0001161702,0.0001292998,0.00002738374,0.000271821,0.00005336626,0.0005329392],"category_scores_gemma":[0.0001034554,0.00023201,0.00008187391,0.0001686256,0.00006523428,0.0003220774,0.00007166809,0.0003792934,0.0003135195],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008229757,"about_ca_system_score_gemma":0.0002342538,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001532753,"about_ca_topic_score_gemma":0.00004029801,"domain_scores_codex":[0.9978862,0.0002617692,0.0004431242,0.0004075218,0.0005409146,0.0004604226],"domain_scores_gemma":[0.997713,0.001161495,0.0002607058,0.00062699,0.0000351988,0.0002026042],"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":[0.0002970583,0.0004480874,0.001567919,0.0003191896,0.00001362107,0.000004436254,0.0003734042,0.00001812804,0.001662669,0.03979585,0.9484104,0.007089271],"study_design_scores_gemma":[0.006960241,0.01945037,0.00236702,0.02787932,0.00004427928,0.00003360574,0.001919283,0.001764288,0.1625577,0.2088899,0.5651609,0.002973086],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.2102753,0.0008371808,0.0121798,0.7626587,0.001110253,0.005381595,0.0001592401,0.001680273,0.005717637],"genre_scores_gemma":[0.5238831,0.0003619055,0.03187566,0.4434269,0.0000374956,0.00008214238,0.00005406882,0.00005193132,0.0002267524],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.3832495,"threshold_uncertainty_score":0.9461093,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1957368992176849,"score_gpt":0.4761104261972112,"score_spread":0.2803735269795262,"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."}}