{"id":"W4225123774","doi":"10.26685/urncst.375","title":"UBC 2022 Multidisciplinary Undergraduate Research Conference: Inspire Change","year":2022,"lang":"en","type":"article","venue":"Undergraduate Research in Natural and Clinical Science and Technology (URNCST) Journal","topic":"Interdisciplinary Research and Collaboration","field":"Decision Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Presentation (obstetrics); Multidisciplinary approach; Theme (computing); Outreach; Medical education; Library science; Psychology; Computer science; Sociology; Medicine; World Wide Web; Political science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.01240844,0.0007757025,0.0004283585,0.0009180703,0.004444707,0.008103697,0.002119177,0.004015452,0.08614765],"category_scores_gemma":[0.01053006,0.000389735,0.0006347159,0.0006885903,0.00135341,0.002088192,0.007867675,0.004732947,0.01992669],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005894297,"about_ca_system_score_gemma":0.01758246,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01648794,"about_ca_topic_score_gemma":0.06113278,"domain_scores_codex":[0.9938908,0.002261737,0.0001361877,0.000334607,0.002255192,0.001121557],"domain_scores_gemma":[0.9792109,0.0009489505,0.0003725036,0.0007851572,0.003699893,0.01498255],"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":[0.0001406341,0.0002219654,0.0004398939,0.0001456762,0.000009801811,0.0001294811,0.001263728,0.0001537747,0.00155162,0.003748667,0.9132649,0.07892969],"study_design_scores_gemma":[0.00002440124,0.0001123492,0.001840598,0.0001172174,0.000003804926,0.00008081223,0.001503999,0.0001642554,0.0004818497,0.001083519,0.9945652,0.00002200855],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.03676364,0.01472006,0.02292483,0.177892,0.05874059,0.003233141,0.004131176,0.004020954,0.6775736],"genre_scores_gemma":[0.1519959,0.005945468,0.04989868,0.02408248,0.008946325,0.002304663,0.003644353,0.001374308,0.7518077],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.08614765,"threshold_uncertainty_score":0.2881926,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2654417684363248,"score_gpt":0.533969805324489,"score_spread":0.2685280368881642,"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."}}