{"id":"W3027208389","doi":"","title":"Optimizing Sosido to suit your needs: A brief guide for CANO/ACIO members.","year":2019,"lang":"en","type":"article","venue":"PubMed","topic":"Health Sciences Research and Education","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Queen's University","funders":"","keywords":"Computer science","routes":{"ca_aff":true,"ca_fund":false,"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":[0.007092025,0.0009091171,0.0008851725,0.003809967,0.002283377,0.005123663,0.002053185,0.003752459,0.1291544],"category_scores_gemma":[0.03248795,0.000679841,0.00095692,0.002209386,0.0008055649,0.005427471,0.00374046,0.003682027,0.1041056],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0012116,"about_ca_system_score_gemma":0.01383903,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005771475,"about_ca_topic_score_gemma":0.02335755,"domain_scores_codex":[0.9975131,0.0007108133,0.0004133736,0.000147512,0.0009303017,0.0002849658],"domain_scores_gemma":[0.9788265,0.00474802,0.0009704725,0.0007569863,0.008121506,0.006576442],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003305581,0.0001150252,0.0005208036,0.0003857813,0.000004601978,0.0001607651,0.0003855854,0.0000355203,0.000212125,0.0003609784,0.8219535,0.1758323],"study_design_scores_gemma":[0.00002267269,0.00004037143,0.0007572295,0.001008518,0.000007702283,0.0004595841,0.001147804,0.00004633431,0.0001320896,0.001318319,0.995033,0.00002622794],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.005490392,0.06343059,0.04677005,0.4747655,0.02148075,0.005734421,0.009305437,0.01650563,0.3565172],"genre_scores_gemma":[0.01672363,0.1455778,0.2187913,0.1411963,0.0137194,0.01119669,0.009932783,0.004489678,0.4383725],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.1291544,"threshold_uncertainty_score":0.4320646,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1781775376505262,"score_gpt":0.4529383292615027,"score_spread":0.2747607916109765,"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."}}