{"id":"W4405928287","doi":"10.2196/55958","title":"The Role of Clinician-Developed Applications in Promoting Adherence to Evidence-Based Guidelines: Pilot Study","year":2024,"lang":"en","type":"article","venue":"JMIR Cardio","topic":"Mobile Health and mHealth Applications","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Psychology","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004370928,0.0001820717,0.000403345,0.0001873378,0.0007455067,0.00002158582,0.0004713393,0.00008935096,0.00003164887],"category_scores_gemma":[0.001044624,0.0001313284,0.00007617464,0.001465284,0.00004418534,0.00008950211,0.0001299513,0.000658644,0.0003922869],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002473574,"about_ca_system_score_gemma":0.003113713,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001080671,"about_ca_topic_score_gemma":0.001945431,"domain_scores_codex":[0.9959125,0.0006888767,0.001831562,0.0005363569,0.00039279,0.0006379004],"domain_scores_gemma":[0.995,0.003016734,0.0002469283,0.0008752588,0.0005714509,0.0002896361],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003304615,0.0007362911,0.3625043,0.001876658,0.00005857541,0.000004212367,0.007832834,0.0001596194,0.0005891856,0.007784144,0.01599865,0.602125],"study_design_scores_gemma":[0.0006807024,0.001539732,0.1124815,0.002725491,0.00004117527,5.327955e-7,0.01232088,0.001312382,0.00004631752,0.0009941387,0.8675901,0.0002671003],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7882765,0.02832353,0.006114761,0.02362333,0.002220104,0.136851,0.0001855635,0.001159676,0.0132456],"genre_scores_gemma":[0.8885493,0.0002650261,0.000725673,0.0008300865,0.000407517,0.1087353,0.000008971234,0.00003474903,0.000443351],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8515914,"threshold_uncertainty_score":0.573391,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2563467256388869,"score_gpt":0.5401299460133869,"score_spread":0.2837832203745,"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."}}