{"id":"W3092004869","doi":"10.1016/j.nic.2020.08.007","title":"Overview of Machine Learning Part 1","year":2020,"lang":"en","type":"review","venue":"Neuroimaging Clinics of North America","topic":"Artificial Intelligence in Healthcare","field":"Health Professions","cited_by":50,"is_retracted":false,"has_abstract":true,"ca_institutions":"Royal Victoria Hospital; Jewish General Hospital; McGill University; Royal Victoria Regional Health Centre; University of Saskatchewan; McGill University Health Centre","funders":"Fondation de l'Association des radiologistes du Québec","keywords":"Medicine; Machine learning; Artificial intelligence; Software deployment; Data science; Computer science; Medical physics; Software engineering","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"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":[0.001130676,0.001416824,0.001533871,0.004008602,0.0004431587,0.002135247,0.001322323,0.002137649,0.01878788],"category_scores_gemma":[0.002496749,0.0005461718,0.001020458,0.004134967,0.001022467,0.003422467,0.001057798,0.0032949,0.01206875],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001268631,"about_ca_system_score_gemma":0.001931745,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00155361,"about_ca_topic_score_gemma":0.001646846,"domain_scores_codex":[0.9993746,0.0001419276,0.00009256895,0.0001114258,0.0002309555,0.00004847836],"domain_scores_gemma":[0.998528,0.0008912662,0.0001264061,0.00006370583,0.0003117227,0.00007879593],"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":[0.00004347232,0.00007337477,0.000233177,0.01513965,0.00007955259,0.0001136814,0.00007536967,0.000819782,0.0006401784,0.01842817,0.1088546,0.8554991],"study_design_scores_gemma":[0.00000497844,0.00004655335,0.0004636613,0.003651973,0.00002523631,0.0004250143,0.00002323016,0.0001642566,0.000137207,0.007739493,0.9873022,0.00001633704],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001023942,0.988066,0.001732146,0.001200565,0.001293612,0.00002694357,0.0001162123,0.00005039798,0.007411621],"genre_scores_gemma":[0.001329905,0.9872259,0.002051824,0.001424624,0.002689584,0.0000489178,0.0002742566,0.00002103992,0.004933823],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01878788,"threshold_uncertainty_score":0.06285173,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.396401193866212,"score_gpt":0.5510356472860688,"score_spread":0.1546344534198568,"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."}}