{"id":"W4319592882","doi":"10.26685/urncst.387","title":"Bench2Bedside 2022 Case Competition &amp; Conference: Translational Research Proposals","year":2023,"lang":"en","type":"article","venue":"Undergraduate Research in Natural and Clinical Science and Technology (URNCST) Journal","topic":"Health and Medical Research Impacts","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"McMaster University","keywords":"Competition (biology); Translational research; Presentation (obstetrics); Medical education; Perspective (graphical); Psychology; Medicine; Political science; Public relations; Computer science","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.02311432,0.001252791,0.0008586567,0.001689604,0.006077917,0.01500249,0.004081214,0.008151547,0.3994376],"category_scores_gemma":[0.0458504,0.0008678202,0.001809226,0.001010712,0.002797456,0.005221032,0.01405377,0.01156924,0.1879043],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004610334,"about_ca_system_score_gemma":0.01482897,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001717425,"about_ca_topic_score_gemma":0.004863859,"domain_scores_codex":[0.9866632,0.003405639,0.0004809703,0.001074591,0.005793432,0.002582133],"domain_scores_gemma":[0.9250563,0.007838978,0.00196953,0.003167097,0.01646718,0.04550089],"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":[0.00004694845,0.00009926086,0.00006984967,0.00006928725,0.000002613699,0.0001381289,0.0001165967,0.00003687061,0.0002238146,0.002046483,0.9836462,0.01350411],"study_design_scores_gemma":[0.00004402552,0.00009901795,0.0004045385,0.0001055143,0.000002189148,0.0001963971,0.000352852,0.0001082508,0.0002340017,0.001871655,0.996561,0.00002058197],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.007368815,0.00407788,0.01337868,0.2249458,0.2820505,0.00576402,0.003651938,0.004494374,0.454268],"genre_scores_gemma":[0.02227641,0.002486477,0.01211407,0.03860445,0.05994682,0.004112743,0.003298088,0.002426605,0.8547344],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.3994376,"threshold_uncertainty_score":0.8566293,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3547583652752532,"score_gpt":0.5714861211800601,"score_spread":0.216727755904807,"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."}}