{"id":"W4221100166","doi":"10.2196/34920","title":"Toward Successful Implementation of Artificial Intelligence in Health Care Practice: Protocol for a Research Program","year":2022,"lang":"en","type":"article","venue":"JMIR Research Protocols","topic":"Artificial Intelligence in Healthcare and Education","field":"Medicine","cited_by":45,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Protocol (science); Health care; Computer science; Knowledge management; Scope (computer science); Management science; Logic model; Process management; Medicine; Engineering","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":[0.169065,0.003898429,0.005098795,0.006849309,0.01072508,0.009093326,0.005766216,0.01128069,0.0860284],"category_scores_gemma":[0.2040277,0.004280513,0.006668824,0.00864318,0.006797484,0.007490943,0.009901606,0.01799263,0.02740506],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02260776,"about_ca_system_score_gemma":0.08536961,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005736659,"about_ca_topic_score_gemma":0.01024449,"domain_scores_codex":[0.8720568,0.08705658,0.01888646,0.005536898,0.01086391,0.005599214],"domain_scores_gemma":[0.8018268,0.07464162,0.01705683,0.03283457,0.06343801,0.01020222],"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":[0.06134205,0.01857062,0.00338053,0.1103535,0.001005949,0.001278325,0.02333095,0.01067926,0.004498979,0.111015,0.2599569,0.3945879],"study_design_scores_gemma":[0.1007923,0.0185733,0.01207579,0.07726432,0.0008424499,0.0004427028,0.01933011,0.006078515,0.008370056,0.06302259,0.6921104,0.001097485],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.0002936536,0.00005221457,0.002224039,0.0002428153,0.0001720361,0.995234,0.0007871292,0.00004778965,0.0009464039],"genre_scores_gemma":[0.0001428352,0.00002981762,0.00254096,0.00007097543,0.000007403325,0.9969968,0.00007087126,0.000002509757,0.0001379362],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.169065,"threshold_uncertainty_score":0.894112,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.7736989386827406,"score_gpt":0.7690641976653152,"score_spread":0.004634741017425448,"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."}}