{"id":"W4406407529","doi":"10.1186/s12911-024-02733-7","title":"Combining theory and usability testing to inform optimization and implementation of an online primary care depression management tool","year":2025,"lang":"en","type":"article","venue":"BMC Medical Informatics and Decision Making","topic":"Digital Mental Health Interventions","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Bruyère; Institute for Clinical Evaluative Sciences; Toronto Metropolitan University; University of Toronto; SickKids Foundation; Ottawa Hospital; Hospital for Sick Children; University of Ottawa","funders":"University of Ottawa","keywords":"Usability; Health informatics; Depression (economics); Computer science; Primary care; Medicine; Nursing; Human–computer interaction; Family medicine; Public health","routes":{"ca_aff":true,"ca_fund":true,"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":[],"consensus_categories":[],"category_scores_codex":[0.1754387,0.001825488,0.001785496,0.006435694,0.002513495,0.007367806,0.004270077,0.001902321,0.002259718],"category_scores_gemma":[0.2698735,0.001098245,0.001998214,0.003946891,0.006824036,0.006781468,0.007409397,0.002502854,0.0004192149],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01397391,"about_ca_system_score_gemma":0.02052418,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009437992,"about_ca_topic_score_gemma":0.0133991,"domain_scores_codex":[0.8089914,0.1519689,0.009421512,0.005421018,0.02042121,0.003775857],"domain_scores_gemma":[0.5711166,0.3673905,0.01004564,0.0143625,0.03520089,0.001883903],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.001103393,0.009098107,0.08508126,0.0131464,0.0006620586,0.001107535,0.1903351,0.006515463,0.008131341,0.01517747,0.003966932,0.665675],"study_design_scores_gemma":[0.004747658,0.05351882,0.2467753,0.046474,0.003046977,0.002171739,0.3603184,0.1097846,0.04126969,0.0734273,0.05719457,0.001270923],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7313617,0.001336569,0.1998282,0.003563057,0.0002364708,0.03850861,0.0002776241,0.0004490328,0.02443881],"genre_scores_gemma":[0.5876945,0.0008828818,0.3848521,0.001225783,0.00003823288,0.02398666,0.0002470418,0.00008915459,0.0009837154],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1754387,"threshold_uncertainty_score":0.9278196,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05213379953816542,"score_gpt":0.443784065949922,"score_spread":0.3916502664117565,"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."}}