{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.000566632,0.00009569166,0.0001010652,0.0002720649,0.000201243,0.000109282,0.0001121592,0.00008037822,0.001985329],"category_scores_gemma":[0.0001263758,0.00008915316,0.00004397643,0.00144103,0.0000277044,0.0002676007,0.00002222248,0.0003122892,0.008099295],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000176392,"about_ca_system_score_gemma":0.00005808162,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004535995,"about_ca_topic_score_gemma":0.000008044213,"domain_scores_codex":[0.9989347,0.0003459731,0.0001484787,0.0002337188,0.0001122091,0.0002248592],"domain_scores_gemma":[0.9994008,0.0001390007,0.00005013654,0.0003036216,0.00005510153,0.00005134517],"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":[0.00001514257,0.00005413248,0.0005940726,0.00000451411,0.00006337823,0.00001004851,0.1049744,0.0001073552,0.00253066,0.06340043,0.5508618,0.2773841],"study_design_scores_gemma":[0.0004257145,0.00009205801,0.006646981,0.00002803457,0.00001456783,0.000006468349,0.004750185,0.0001359874,0.0004920051,0.027196,0.9600148,0.0001971748],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.03855968,0.0007011195,0.8164834,0.0655501,0.005104454,0.0005479481,0.000008004597,0.002122492,0.07092285],"genre_scores_gemma":[0.4877172,0.0001171909,0.04961341,0.01072878,0.002860043,0.000360043,0.0003074349,0.0001638652,0.448132],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.76687,"threshold_uncertainty_score":0.998927,"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."}}