{"id":"W3188913859","doi":"10.1016/j.psc.2021.04.011","title":"Depression Assessment","year":2021,"lang":"en","type":"review","venue":"Psychiatric Clinics of North America","topic":"Sports injuries and prevention","field":"Medicine","cited_by":10,"is_retracted":false,"has_abstract":false,"ca_institutions":"McMaster University","funders":"","keywords":"Depression (economics); Psychiatry; Athletes; Mood; Population; Mental illness; Psychology; Major depressive disorder; Mental health; Medicine; Clinical psychology; Physical therapy; Environmental health","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"],"consensus_categories":[],"category_scores_codex":[0.0002467752,0.0003728511,0.002812771,0.0002596501,0.00005869419,0.00001090216,0.0002044596,0.000245305,0.0005749999],"category_scores_gemma":[0.00009685756,0.0002954361,0.001672581,0.001029936,0.0000689595,0.00003028596,0.0001196599,0.0006945664,0.00003119869],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009997082,"about_ca_system_score_gemma":0.001354414,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002571581,"about_ca_topic_score_gemma":0.00000646863,"domain_scores_codex":[0.9969174,0.0001261477,0.00167746,0.0005668004,0.0004597282,0.0002525196],"domain_scores_gemma":[0.9967155,0.0002539444,0.001721838,0.0009607134,0.0001654602,0.0001825209],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000009881584,0.0003374005,0.0112558,0.009480461,0.000276024,0.00001736694,0.000003461402,7.86198e-7,1.665053e-9,0.00001058846,0.00400345,0.9746048],"study_design_scores_gemma":[0.0003016482,0.000395561,0.003033732,0.005288585,0.003872897,0.00003965056,0.00000607431,0.000006191602,7.463602e-9,0.000009312995,0.9868055,0.0002408582],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00003537096,0.9947586,0.0005428303,0.00004030631,0.001562846,0.000760046,0.00008755373,0.00004009342,0.002172366],"genre_scores_gemma":[0.00001736375,0.9854449,0.01155556,0.00009922,0.0008329354,0.00005517294,0.001512956,0.00006334009,0.0004185346],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.982802,"threshold_uncertainty_score":0.9999498,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0399820528768051,"score_gpt":0.4338646893179147,"score_spread":0.3938826364411095,"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."}}