{"id":"W4313393466","doi":"10.25158/l11.2.15","title":"Roundtable","year":2022,"lang":"en","type":"article","venue":"Lateral","topic":"Higher Education Practises and Engagement","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carleton University; Western University","funders":"","keywords":"Ableism; Sociology; Solidarity; Conversation; Media studies; Aesthetics; Gender studies; Political science; Law","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002788066,0.00001647448,0.0000208594,0.00001200939,0.000853412,0.00007577336,0.00007479063,0.000005040661,0.01125621],"category_scores_gemma":[0.000006044043,0.00001790625,0.00001217575,0.00008273451,0.000007914033,0.000203012,0.00002084504,0.00006395171,0.00006391474],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001344982,"about_ca_system_score_gemma":0.00004593646,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003684495,"about_ca_topic_score_gemma":0.0001484619,"domain_scores_codex":[0.9995618,0.000111761,0.00003585105,0.00005064211,0.0001367485,0.0001031645],"domain_scores_gemma":[0.9998922,0.00001390331,0.00001264535,0.00004644339,0.000006350892,0.00002846927],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001427243,0.0002198204,0.04201489,0.00000315707,0.00002263229,0.00001296843,0.09648343,0.0004390638,0.0001406741,0.5821462,0.2706631,0.007839805],"study_design_scores_gemma":[0.00003674517,0.000007217276,0.00263332,1.588443e-7,0.000001166368,2.692933e-7,0.002243925,0.000002168049,0.000002731847,0.001322229,0.9937232,0.00002687574],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6270367,0.00004852576,0.00002580911,0.01692871,0.001976113,0.00008028455,0.000002653157,0.00006693511,0.3538343],"genre_scores_gemma":[0.7803875,0.000004765343,0.00005463449,0.0005594033,0.0001023159,0.00001963242,0.000002203596,0.000001815135,0.2188678],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7230601,"threshold_uncertainty_score":0.9896476,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0647612282807457,"score_gpt":0.3654442893327782,"score_spread":0.3006830610520325,"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."}}