{"id":"W4390993462","doi":"10.1109/biocas58349.2023.10388655","title":"BioCAS 2023 Frontmatter","year":2023,"lang":"en","type":"article","venue":"","topic":"Biomedical and Engineering Education","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Presentation (obstetrics); Session (web analytics); Event (particle physics); Health care; Pride; Multidisciplinary approach; Computer science; Theme (computing); Healthcare system; World Wide Web; Political science; Medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001665432,0.001128134,0.0009529115,0.001571008,0.001534101,0.005430149,0.001437507,0.001995623,0.7830417],"category_scores_gemma":[0.002969025,0.000538635,0.0007244442,0.0008845949,0.000374119,0.001586544,0.002577805,0.002023057,0.7831945],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001142668,"about_ca_system_score_gemma":0.001823744,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003376237,"about_ca_topic_score_gemma":0.008915685,"domain_scores_codex":[0.9989096,0.00008767805,0.00003605947,0.0001981437,0.0006107553,0.0001577863],"domain_scores_gemma":[0.9973665,0.0001147911,0.0001052582,0.0002090818,0.0009816167,0.00122282],"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":[0.00003239308,0.000007423591,0.000027391,0.00002498735,0.000001454623,0.00001899209,0.000005864429,0.00001585846,0.0002817436,0.0006148266,0.981881,0.01708807],"study_design_scores_gemma":[0.00000526216,0.000009010933,0.00007328831,0.00001020198,7.364943e-7,0.00002543927,0.000007453944,0.00004628888,0.0001283132,0.0001267616,0.9995646,0.000002665426],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.000733526,0.003514281,0.007997947,0.01207387,0.03009245,0.0003729925,0.009354789,0.02325896,0.9126012],"genre_scores_gemma":[0.001434177,0.0007968696,0.001376383,0.002117869,0.001299892,0.00009827155,0.003869274,0.002410523,0.9865968],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.7830417,"threshold_uncertainty_score":0.3094647,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008880755028368617,"score_gpt":0.2001075833887991,"score_spread":0.1912268283604305,"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."}}