{"id":"W4405574044","doi":"10.12688/f1000research.145700.2","title":"Data-Driven Decision Support Tool Co-Development with a Primary Health Care Practice Based Learning Network","year":2024,"lang":"en","type":"preprint","venue":"F1000Research","topic":"Artificial Intelligence in Healthcare and Education","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Regent Park Community Health Centre; Diabetes Canada; Hamilton Health Sciences; Access Alliance Multicultural Health and Community Services; Centre for Family Medicine; Western University","funders":"Division of Mathematical Sciences; Fields Institute for Research in Mathematical Sciences","keywords":"Open peer review; Plant biology; Primary care; Primary (astronomy); Open data; Open science; Medicine; Neuroscience; Physiology; Data science; Computer science; Computational biology; Biology; World Wide Web; Family medicine","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":[0.03383793,0.001193514,0.0005782383,0.001860191,0.002009049,0.005570213,0.004309554,0.00170969,0.01738764],"category_scores_gemma":[0.07764111,0.0009615678,0.0009613576,0.00117703,0.001457055,0.005053706,0.009007471,0.003313594,0.00463092],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003932136,"about_ca_system_score_gemma":0.009236389,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003297448,"about_ca_topic_score_gemma":0.004616362,"domain_scores_codex":[0.963534,0.02323418,0.001632509,0.004506171,0.005607945,0.001485192],"domain_scores_gemma":[0.9128124,0.055881,0.002035129,0.009205789,0.01293448,0.007131125],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.001461388,0.007466961,0.02885333,0.001570996,0.0001980859,0.003295984,0.05563703,0.03644242,0.01859735,0.02276205,0.05279075,0.7709236],"study_design_scores_gemma":[0.001401951,0.003984367,0.01107613,0.001221711,0.0001557347,0.001566396,0.02992628,0.4941912,0.0355025,0.04699017,0.3735425,0.0004409721],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.1555847,0.00009095716,0.7712982,0.005537563,0.0002746525,0.01092359,0.001831469,0.01184564,0.04261318],"genre_scores_gemma":[0.1946599,0.00005184904,0.7844788,0.0005638273,0.00004867353,0.006685608,0.002313335,0.001029163,0.01016892],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.03383793,"threshold_uncertainty_score":0.1789542,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2787544916861173,"score_gpt":0.5373725027786612,"score_spread":0.258618011092544,"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."}}