{"id":"W3087434338","doi":"10.7290/jaepl25aqs4","title":"“So, that’s sort of wonderful”: The Ideology of Commitment and the Labor of Contingency","year":2020,"lang":"en","type":"article","venue":"Journal of the Assembly for Expanded Perspectives on Learning","topic":"Discourse Analysis in Language Studies","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Ideology; Commodification; Context (archaeology); Contingency; Process (computing); Sociology; Portfolio; Product (mathematics); sort; Psychology; Public relations; Epistemology; Political science; Computer science; Business; Economics; Law; History","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":[0.006504904,0.0002628323,0.000222737,0.0009132992,0.01150195,0.009559228,0.0007480515,0.001625854,0.003301098],"category_scores_gemma":[0.01071264,0.000224041,0.0001789909,0.0004816662,0.05788274,0.008074398,0.009605763,0.005119968,0.0003137714],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003293429,"about_ca_system_score_gemma":0.002984687,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003230486,"about_ca_topic_score_gemma":0.003285648,"domain_scores_codex":[0.9920879,0.006101612,0.00008752555,0.0004551349,0.0007098714,0.0005579804],"domain_scores_gemma":[0.9936938,0.003983653,0.0005179047,0.0005756097,0.0003555906,0.0008734032],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.00004756364,0.00003898318,0.002085285,0.00004233861,0.000006828421,0.0002690442,0.4100051,0.0001426849,0.0005638342,0.5692114,0.003808132,0.01377873],"study_design_scores_gemma":[0.00002901205,0.00008466037,0.004322924,0.0002555606,0.00001352475,0.0003922077,0.5387637,0.001018543,0.0009065368,0.3262188,0.127937,0.00005765659],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5746828,0.002118404,0.02602902,0.08548447,0.0008380226,0.00005229891,0.00002491414,0.0001150809,0.3106549],"genre_scores_gemma":[0.9940363,0.0001347555,0.0008843484,0.001059074,0.00004395383,0.00002220407,0.00000405794,0.00002900949,0.003786318],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01150195,"threshold_uncertainty_score":0.03440166,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03077309316309368,"score_gpt":0.2820594248596024,"score_spread":0.2512863316965088,"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."}}