{"id":"W6976511433","doi":"10.6084/m9.figshare.22615298.v1","title":"Additional file 1 of The impact of COVID-19 on the mental health and substance use health (MHSUH) workforce in Canada: a mixed methods study","year":2023,"lang":"en","type":"article","venue":"Figshare","topic":"COVID-19 and Mental Health","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Athabasca University; University of Ottawa; Mental Health Commission of Canada; Carleton University","funders":"","keywords":"Workforce; Mental health; Substance use; Pandemic; Workforce development; Public health","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001905958,0.0006223234,0.001078422,0.003214571,0.003336555,0.001918931,0.001931227,0.0009636626,0.6329319],"category_scores_gemma":[0.02962161,0.0005755411,0.0009792262,0.006934207,0.0005196485,0.001700376,0.001275908,0.001183868,0.03733868],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01097428,"about_ca_system_score_gemma":0.02337284,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8110023,"about_ca_topic_score_gemma":0.8728292,"domain_scores_codex":[0.998702,0.0002110471,0.0001668627,0.0001834289,0.0004213129,0.0003151692],"domain_scores_gemma":[0.9778548,0.01069218,0.001771805,0.0009729714,0.007730807,0.0009773703],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001086544,0.00009021184,0.009190912,0.001247313,0.00002918957,0.0000301558,0.0003124101,0.0001761863,0.00001265421,0.0006862376,0.982196,0.005920067],"study_design_scores_gemma":[0.003076143,0.0002770376,0.3130026,0.01067469,0.0003292629,0.000384353,0.006851135,0.002249986,0.0003422945,0.004261667,0.6583017,0.0002490652],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"dataset","genre_gemma":"empirical","genre_scores_codex":[0.0008552736,0.00003692886,0.00009620319,0.0001773722,0.00001530419,0.0002752536,0.9964199,0.00004212236,0.002081613],"genre_scores_gemma":[0.04837681,0.0005764593,0.003880678,0.001223638,0.0001013641,0.01108771,0.8975465,0.0003319831,0.03687493],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6329319,"threshold_uncertainty_score":0.523578,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2248372574179488,"score_gpt":0.4870572835420325,"score_spread":0.2622200261240837,"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."}}