{"id":"W3157766915","doi":"10.1186/s12919-021-00209-4","title":"Abstracts from the 10th International Conference for Healthcare and Medical Students (ICHAMS)","year":2021,"lang":"en","type":"article","venue":"BMC Proceedings","topic":"COVID-19 and healthcare impacts","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; University of Toronto; Toronto East General Hospital; University Health Network; Toronto Metropolitan University; Ottawa Fertility Centre; Princess Margaret Cancer Centre","funders":"Univerzita Karlova v Praze","keywords":"Medicine; Health care; Medical education; Family medicine; Political 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":[0.001937513,0.0009360838,0.0006254224,0.001669886,0.0009753234,0.002042377,0.0006172409,0.001584798,0.2952925],"category_scores_gemma":[0.005005,0.000221125,0.0005953585,0.0008820447,0.0003051953,0.0009722688,0.003046819,0.001684635,0.08882429],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001069239,"about_ca_system_score_gemma":0.00238587,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004578689,"about_ca_topic_score_gemma":0.01037149,"domain_scores_codex":[0.9990847,0.0001999806,0.00008714486,0.00008911093,0.0003463938,0.0001926289],"domain_scores_gemma":[0.996285,0.0002945263,0.0002478021,0.0001043347,0.001213715,0.001854679],"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":[0.0000716056,0.00005240526,0.001549058,0.0001944583,0.000008664612,0.00006690378,0.00005728011,0.00001544452,0.0001360888,0.0001187922,0.9375444,0.0601848],"study_design_scores_gemma":[0.0000556035,0.00009842352,0.02105273,0.0006776963,0.00001933641,0.0001506912,0.000332351,0.00009476406,0.0001656021,0.0002563177,0.9770827,0.00001378485],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.02127007,0.06686117,0.002094492,0.1800997,0.2492819,0.001808321,0.02910219,0.001764411,0.4477178],"genre_scores_gemma":[0.04004515,0.0339767,0.001874058,0.02148864,0.05602169,0.001269571,0.01826772,0.000563774,0.8264927],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2952925,"threshold_uncertainty_score":0.9878518,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1155809122715239,"score_gpt":0.4326980204819847,"score_spread":0.3171171082104608,"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."}}