{"id":"W4214703818","doi":"10.2196/32894","title":"Development and Evaluation of an Innovative Web-Based Training, Learning, and Sharing Platform for Social Workers (Hong Kong Jockey Club SMART Family-Link Project): Mixed Methods Evaluation Study","year":2022,"lang":"en","type":"article","venue":"JMIR Formative Research","topic":"Social Work Education and Practice","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Club; Phone; Information and Communications Technology; World Wide Web; Medical education; Computer science; Medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.03577619,0.001094639,0.00150563,0.001208979,0.001721166,0.002078426,0.001731379,0.001254051,0.002611039],"category_scores_gemma":[0.01771123,0.0007340449,0.001721495,0.0009265583,0.001371989,0.002243624,0.0024367,0.001082213,0.00042341],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004576927,"about_ca_system_score_gemma":0.0130528,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01058124,"about_ca_topic_score_gemma":0.01577992,"domain_scores_codex":[0.9847693,0.01021528,0.00126203,0.0009076294,0.001643744,0.00120199],"domain_scores_gemma":[0.9840687,0.006652587,0.001849767,0.001037233,0.00385718,0.002534579],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.03486954,0.1749227,0.07575104,0.02173727,0.002323518,0.001029989,0.02993065,0.003563268,0.00781278,0.001429445,0.005868816,0.6407611],"study_design_scores_gemma":[0.04727837,0.5103305,0.3310024,0.005930249,0.004370132,0.0003523218,0.0520912,0.008159589,0.01287762,0.001170174,0.0258634,0.0005740665],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9511534,0.0003698705,0.001544501,0.0001807807,0.0000490538,0.04428689,0.0007832398,0.00006031333,0.001572005],"genre_scores_gemma":[0.8453181,0.001264801,0.03975625,0.0005485913,0.00006512703,0.1097509,0.001238249,0.00004577494,0.002012193],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03577619,"threshold_uncertainty_score":0.1892048,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4175447658948481,"score_gpt":0.5956601484460609,"score_spread":0.1781153825512128,"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."}}