{"id":"W2958666142","doi":"10.1016/s2215-0366(19)30275-5","title":"Mental health care for university students: a way forward?","year":2019,"lang":"en","type":"review","venue":"The Lancet Psychiatry","topic":"Mental Health Treatment and Access","field":"Psychology","cited_by":255,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary; Queen's University","funders":"National Institute for Health and Care Research; National Institute on Handicapped Research","keywords":"Mental health; MEDLINE; Data science; Computer science; Medical education; Psychology; Medicine; Psychiatry; Political science","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005174416,0.00137363,0.005486521,0.00343708,0.0008047697,0.004464591,0.002528539,0.006909846,0.01555946],"category_scores_gemma":[0.009702638,0.0005517175,0.002716723,0.004528238,0.001946096,0.00611743,0.002944267,0.009680441,0.002375327],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005327758,"about_ca_system_score_gemma":0.01525187,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01698533,"about_ca_topic_score_gemma":0.0355074,"domain_scores_codex":[0.9983469,0.0005526668,0.0002263825,0.0001848475,0.0004207408,0.0002684587],"domain_scores_gemma":[0.9931491,0.003624391,0.001039727,0.0001056995,0.001148436,0.0009327284],"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":[0.0002787424,0.0001211883,0.0003231691,0.0803921,0.0009826738,0.0001032326,0.0001208379,0.0002405788,0.0001429532,0.008568389,0.2158206,0.6929055],"study_design_scores_gemma":[0.0004243842,0.000230969,0.002760445,0.1377748,0.002286753,0.0003824376,0.0006863284,0.0001632468,0.00005710029,0.00737551,0.8477871,0.00007075154],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00002172265,0.9911277,0.00002243547,0.007495567,0.00103765,0.000002405872,0.00001878512,0.000005277643,0.0002685373],"genre_scores_gemma":[0.0007224854,0.9920127,0.00009667821,0.00557649,0.00132645,0.000007605991,0.0000250097,0.000002519527,0.0002301282],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01698533,"threshold_uncertainty_score":0.0520516,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08049988676804605,"score_gpt":0.4544255437570006,"score_spread":0.3739256569889546,"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."}}