{"id":"W4388452368","doi":"10.1109/imbioc56839.2023.10305100","title":"Technical Program Committee","year":2023,"lang":"en","type":"article","venue":"","topic":"Engineering Education and Pedagogy","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Manitoba","funders":"","keywords":"Computer 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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.007969143,0.0009317287,0.0007598519,0.003907924,0.003423843,0.005912128,0.001824881,0.002468286,0.4920954],"category_scores_gemma":[0.01092098,0.0005710127,0.0007838436,0.001565498,0.0006359087,0.002227754,0.002846157,0.002819723,0.4460979],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003367449,"about_ca_system_score_gemma":0.01108278,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004593384,"about_ca_topic_score_gemma":0.009690032,"domain_scores_codex":[0.9947287,0.0006908888,0.0001923595,0.0006606801,0.003013245,0.0007141427],"domain_scores_gemma":[0.9807983,0.0009719876,0.0003711805,0.001410853,0.01361778,0.002829832],"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":[0.00004877851,0.00007805772,0.0002426359,0.00006910375,0.000002825008,0.00002049058,0.00004373692,0.00006876256,0.0008178125,0.004370396,0.9529892,0.04124823],"study_design_scores_gemma":[0.000009303492,0.0000263486,0.0005455671,0.00004790163,0.000003287909,0.00001722166,0.00007038163,0.0001086705,0.0006210281,0.0007996372,0.9977468,0.000003887174],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.003026123,0.001516833,0.0117194,0.02758599,0.02383408,0.003405144,0.008591839,0.002341301,0.9179792],"genre_scores_gemma":[0.001656083,0.0003469838,0.001241216,0.001451101,0.0009825972,0.000423696,0.002134328,0.000277288,0.9914867],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.5079046,"threshold_uncertainty_score":0.7244643,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02570931255082891,"score_gpt":0.3117042503972558,"score_spread":0.2859949378464269,"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."}}