{"id":"W4306731640","doi":"10.2196/39861","title":"Early Learning From a Low-Resource COVID-Response Virtual Mental Health Crisis Ward: Mixed Methods Study","year":2022,"lang":"en","type":"article","venue":"JMIR Formative Research","topic":"Psychiatric care and mental health services","field":"Psychology","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"Canadian Medical Association; University of Manitoba","keywords":"Coronavirus disease 2019 (COVID-19); Mental health; 2019-20 coronavirus outbreak; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Psychology; Crisis response; Resource (disambiguation); Computer science; Medicine; Psychiatry; Political science; Virology; Public relations","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"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":[0.03263912,0.0007516856,0.001249162,0.002396567,0.003772674,0.00440069,0.002166113,0.001548849,0.003619346],"category_scores_gemma":[0.03849415,0.001118984,0.001025882,0.00230657,0.001670083,0.004158038,0.003682782,0.001918202,0.0006885316],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004739911,"about_ca_system_score_gemma":0.007859171,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006755316,"about_ca_topic_score_gemma":0.01609186,"domain_scores_codex":[0.9777699,0.01542656,0.001738996,0.001308818,0.002069162,0.001686591],"domain_scores_gemma":[0.9707695,0.01830704,0.003975202,0.001477814,0.003874634,0.001595828],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.001717906,0.01383649,0.2498637,0.005300821,0.000516851,0.001544809,0.6006137,0.0003221987,0.001416614,0.002857318,0.003880638,0.118129],"study_design_scores_gemma":[0.0003433269,0.01043509,0.1154986,0.003432434,0.0002521102,0.0007681132,0.8519312,0.001320108,0.001388808,0.001491017,0.01294448,0.0001947176],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9916248,0.0006708839,0.001950994,0.0004028147,0.0000323255,0.003567635,0.0003411297,0.00001266136,0.001396867],"genre_scores_gemma":[0.9649867,0.00177111,0.01201218,0.002100219,0.00006356305,0.01653071,0.0004341781,0.00003470669,0.002066646],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03263912,"threshold_uncertainty_score":0.1726142,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07460689724040714,"score_gpt":0.521713056825424,"score_spread":0.4471061595850169,"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."}}