{"id":"W4409337614","doi":"10.5334/ijic.icic24177","title":"Observe, Coach, Assist, Report: A personal support practice framework to build Home and Community Care workforce capacity in Ontario, Canada","year":2025,"lang":"en","type":"article","venue":"International Journal of Integrated Care","topic":"Geriatric Care and Nursing Homes","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Workforce; Nursing; Integrated care; Telecare; Medicine; Business; Health care; Telemedicine; Political science","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":[],"consensus_categories":[],"category_scores_codex":[0.01769777,0.0009161675,0.0005170617,0.004923861,0.01813499,0.009927575,0.006374775,0.001943817,0.004959773],"category_scores_gemma":[0.01713294,0.0007180301,0.0008135395,0.004355278,0.01247901,0.00379194,0.01171341,0.00249875,0.0005660027],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.2763801,"about_ca_system_score_gemma":0.575299,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9885476,"about_ca_topic_score_gemma":0.9956208,"domain_scores_codex":[0.9823059,0.006639686,0.001002344,0.001170312,0.004277044,0.00460458],"domain_scores_gemma":[0.9722303,0.003814926,0.001088103,0.0008291997,0.01038963,0.01164792],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001373127,0.0006283501,0.1532227,0.002616038,0.0001271232,0.00230952,0.3391713,0.005256367,0.001434941,0.1274115,0.1025291,0.2651558],"study_design_scores_gemma":[0.00008763583,0.0002194268,0.1247563,0.004597255,0.0001274295,0.0004071764,0.3366182,0.005056108,0.0004983513,0.02010424,0.5072922,0.0002357269],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"methods","genre_scores_codex":[0.3180201,0.01494928,0.05524051,0.1845272,0.001093772,0.01031968,0.004400945,0.0007869762,0.4106616],"genre_scores_gemma":[0.8921271,0.005348055,0.06978132,0.004821163,0.00008244745,0.00284921,0.001128499,0.0001119615,0.02375027],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.2763801,"threshold_uncertainty_score":0.8392966,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04729264890641548,"score_gpt":0.3735034781366215,"score_spread":0.326210829230206,"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."}}