{"id":"W4393144174","doi":"10.1176/appi.pn.2024.04.4.9","title":"Canada Honors APA Member for Groundbreaking Work","year":2024,"lang":"en","type":"article","venue":"Psychiatric News","topic":"Mental Health via Writing","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Work (physics); Engineering","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0029251,0.00168762,0.001131607,0.003360232,0.009880163,0.0117452,0.002838554,0.006721843,0.8645474],"category_scores_gemma":[0.0134037,0.0008813131,0.001311665,0.002300174,0.001367069,0.003286874,0.006928326,0.005111826,0.7386011],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008408973,"about_ca_system_score_gemma":0.04027528,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1422413,"about_ca_topic_score_gemma":0.3116322,"domain_scores_codex":[0.9930265,0.0003453519,0.0001724605,0.0006751948,0.004071208,0.001709226],"domain_scores_gemma":[0.9703837,0.0006127371,0.0003980561,0.001386449,0.01350362,0.01371544],"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":[0.000007376109,0.00001940542,0.00006812531,0.00001587423,9.758891e-7,0.00002462981,0.0000122055,0.000005085282,0.00003151256,0.0003348067,0.9873391,0.01214081],"study_design_scores_gemma":[0.000004159963,0.000005648761,0.0001797521,0.00002847225,7.045618e-7,0.00001906184,0.00004919207,0.000008000779,0.00001786423,0.00008109473,0.9996023,0.000003810471],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0005858786,0.001450127,0.0005436561,0.02037593,0.03725657,0.0006745916,0.004624493,0.001417582,0.9330711],"genre_scores_gemma":[0.001100645,0.0006350502,0.0002873442,0.002483156,0.001260287,0.0000968267,0.00135962,0.0004140545,0.9923631],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.8645474,"threshold_uncertainty_score":0.2828268,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03666694585018303,"score_gpt":0.3516584584171064,"score_spread":0.3149915125669234,"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."}}