{"id":"W4307331281","doi":"10.1186/s12919-022-00236-9","title":"Abstracts from the 11th International Conference for Healthcare and Medical Students (ICHAMS)","year":2022,"lang":"en","type":"article","venue":"BMC Proceedings","topic":"Human Health and Disease","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Lunenfeld-Tanenbaum Research Institute; Sinai Health System; Health Canada; University of Calgary; University of British Columbia; Trillium Health Centre; Toronto East General Hospital; British Columbia Children's Hospital; University of Toronto","funders":"","keywords":"Harm; Medicine; Index (typography); Health care; Environmental health; Demography; Psychology; Social psychology; Political science; Sociology; Law","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.006807812,0.0006685962,0.001086026,0.001930903,0.0008155218,0.0024076,0.0008803101,0.001688268,0.3891205],"category_scores_gemma":[0.01538018,0.0003396615,0.001128018,0.001379111,0.0004649985,0.000898568,0.004161307,0.003081648,0.06053996],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001933872,"about_ca_system_score_gemma":0.003462069,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008668623,"about_ca_topic_score_gemma":0.01135173,"domain_scores_codex":[0.9974664,0.0009185773,0.0002134759,0.0002758982,0.0006577253,0.0004680105],"domain_scores_gemma":[0.9938161,0.001317115,0.0006026732,0.000383818,0.001398282,0.002481968],"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":[0.0009350505,0.00026224,0.02936033,0.0007859408,0.0002178184,0.0001493633,0.0002179067,0.0001803993,0.0001459506,0.001164186,0.7745069,0.1920739],"study_design_scores_gemma":[0.0005314601,0.0004297968,0.2057231,0.002981432,0.0004312945,0.0004780804,0.001344376,0.0009048528,0.0003208243,0.002076412,0.7847229,0.00005550731],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.05694088,0.1238273,0.006120997,0.2402505,0.1866997,0.001453981,0.05248803,0.001890064,0.3303284],"genre_scores_gemma":[0.2409626,0.05078448,0.005003125,0.03386,0.04007104,0.002632427,0.02596482,0.0006283409,0.6000931],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.3891205,"threshold_uncertainty_score":0.8713455,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0729054503560663,"score_gpt":0.3844300959388245,"score_spread":0.3115246455827582,"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."}}