{"id":"W4234787929","doi":"10.1090/ulect/075/10","title":"The shift","year":2020,"lang":"en","type":"book-chapter","venue":"University lecture series","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université Laval","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":[],"category_scores_codex":[0.001112748,0.0006254591,0.0004188378,0.001006826,0.002844138,0.008120748,0.001139759,0.002403525,0.2066996],"category_scores_gemma":[0.002232824,0.0002996658,0.0004674205,0.0009996369,0.003852502,0.008550861,0.005078654,0.005623464,0.1228807],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003067762,"about_ca_system_score_gemma":0.002960299,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004849922,"about_ca_topic_score_gemma":0.008464604,"domain_scores_codex":[0.9990012,0.0001981464,0.00001870036,0.0002025575,0.000412782,0.0001666609],"domain_scores_gemma":[0.9991716,0.0001136601,0.00001985971,0.0001544072,0.0002532821,0.0002872756],"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":[0.00001476902,0.00001901309,0.00006275119,0.00003760096,0.000001588454,0.00001757528,0.0004413988,0.00003304334,0.0001677444,0.2741113,0.6533661,0.0717271],"study_design_scores_gemma":[0.000001334528,0.000003887483,0.0000728124,0.0000377526,6.46847e-7,0.00002371437,0.0002913029,0.00002209052,0.00003365522,0.02241647,0.9770939,0.000002469428],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0006354437,0.003480032,0.001748507,0.02287587,0.007525767,0.00001306244,0.00007697038,0.0001564246,0.963488],"genre_scores_gemma":[0.008477539,0.001953627,0.0004415532,0.006932723,0.001421686,0.00001748617,0.00006765235,0.000183678,0.9805042],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.7933004,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007360870716253505,"score_gpt":0.1568956003263386,"score_spread":0.1495347296100851,"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."}}