{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001877422,0.0009831416,0.0006647643,0.001341674,0.004105889,0.006877574,0.002416211,0.003400317,0.8487075],"category_scores_gemma":[0.00924831,0.0005439231,0.0008584608,0.0009276973,0.0007589444,0.00403502,0.005315751,0.003573671,0.6430967],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002196549,"about_ca_system_score_gemma":0.003312046,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003480328,"about_ca_topic_score_gemma":0.00717414,"domain_scores_codex":[0.998062,0.0003319801,0.00008940793,0.0003766504,0.0007772131,0.000362845],"domain_scores_gemma":[0.9945992,0.0007267703,0.0001904266,0.0007795095,0.001988947,0.001715148],"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":[0.0000495315,0.0000210927,0.00005585043,0.00006702972,0.000001914148,0.00005417946,0.00008040568,0.00002791567,0.0001178386,0.00330465,0.9656803,0.03053935],"study_design_scores_gemma":[0.000006086638,0.00001170548,0.00009209066,0.00002636653,7.012378e-7,0.0000277882,0.00009321796,0.0000134593,0.00004338152,0.0005753937,0.9991059,0.000003941235],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001103392,0.001110105,0.003680499,0.01626616,0.03583384,0.001227836,0.009103305,0.004189981,0.9274849],"genre_scores_gemma":[0.004205854,0.0004232458,0.00136812,0.004997467,0.002286087,0.0004903118,0.003310636,0.001208529,0.9817098],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1512925,"threshold_uncertainty_score":0,"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."}}