{"id":"W4327554767","doi":"10.7202/1097609ar","title":"Probe: What is a Lecture?","year":2023,"lang":"en","type":"article","venue":"New Explorations","topic":"Innovative Teaching and Learning Methods","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","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":[],"consensus_categories":[],"category_scores_codex":[0.006979943,0.001003388,0.001026181,0.001041806,0.002437996,0.007430637,0.001916376,0.006933774,0.03851636],"category_scores_gemma":[0.05611163,0.0004684187,0.001041429,0.0007294341,0.003273633,0.0117868,0.004319472,0.00918403,0.01545471],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002439283,"about_ca_system_score_gemma":0.003083557,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007332657,"about_ca_topic_score_gemma":0.001460362,"domain_scores_codex":[0.9935504,0.003698993,0.0002170976,0.0006003245,0.001345001,0.0005881705],"domain_scores_gemma":[0.9673866,0.0111482,0.001949987,0.001861936,0.003552926,0.01410036],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.001607028,0.001522216,0.008395839,0.001410828,0.0001232888,0.0005793622,0.005443516,0.0003061795,0.006104867,0.02968049,0.3059178,0.6389085],"study_design_scores_gemma":[0.0006620908,0.002963801,0.02778418,0.00578038,0.000446261,0.004925826,0.02515888,0.0020616,0.007861822,0.1376544,0.7841554,0.0005452936],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.04500729,0.02230951,0.07309695,0.6174549,0.06236375,0.0006652654,0.0008012974,0.004934479,0.1733666],"genre_scores_gemma":[0.6001877,0.02123596,0.0834996,0.1461225,0.03215824,0.001682208,0.0008597048,0.002536695,0.1117174],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.03851636,"threshold_uncertainty_score":0.1288501,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1307251992080236,"score_gpt":0.4276587910999427,"score_spread":0.2969335918919191,"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."}}