{"id":"W3119685222","doi":"10.21203/rs.3.rs-134428/v1","title":"Assimilation of Digital Health by Family Physicians in Canada","year":2021,"lang":"en","type":"preprint","venue":"Research Square","topic":"Telemedicine and Telehealth Implementation","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal; Université du Québec à Trois-Rivières; HEC Montréal","funders":"","keywords":"Digital health; Health care; Family medicine; Medicine; Computer-assisted web interviewing; Disease; Health technology; Nursing; Medical education; Business; Political science","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":[],"consensus_categories":[],"category_scores_codex":[0.002136886,0.0001756022,0.0002770302,0.001308211,0.00586852,0.002435643,0.0009553314,0.0007499905,0.004651356],"category_scores_gemma":[0.01053582,0.0003151504,0.0002719056,0.003276168,0.001631935,0.0009760188,0.001533864,0.001027471,0.0002212535],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.04835678,"about_ca_system_score_gemma":0.08101346,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9887729,"about_ca_topic_score_gemma":0.9926122,"domain_scores_codex":[0.9969959,0.0004733341,0.0001588389,0.0004231056,0.001084918,0.0008639258],"domain_scores_gemma":[0.9861313,0.00231256,0.00197299,0.0003186927,0.003920947,0.005343532],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001987128,0.0001683297,0.8869895,0.0002441107,0.00004094298,0.0009354003,0.0554201,0.0001571578,0.0006684102,0.0009970802,0.00886304,0.04531721],"study_design_scores_gemma":[0.00001826287,0.00009009057,0.9311043,0.0002667868,0.00001669887,0.0002808542,0.05118983,0.0004249768,0.000175516,0.00009856494,0.01628491,0.00004929264],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9849449,0.001407534,0.0001275807,0.006076364,0.00004641683,0.00008026022,0.001188289,0.00001519777,0.006113547],"genre_scores_gemma":[0.994764,0.001253128,0.000295488,0.001253506,0.00001501133,0.00001911315,0.0002355168,0.000005618017,0.002158583],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9516432,"threshold_uncertainty_score":0.3508546,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08721494454249819,"score_gpt":0.4457604687817415,"score_spread":0.3585455242392434,"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."}}