{"id":"W2197256772","doi":"","title":"The Annotative Practices of Graduate Students: Tensions & Negotiations Fostering an Epistemic Practice","year":2010,"lang":"en","type":"dissertation","venue":"","topic":"Discourse Analysis in Language Studies","field":"Arts and Humanities","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Negotiation; Engineering ethics; Sociology; Epistemology; Pedagogy; Political science; Philosophy; Engineering; Social 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":[],"consensus_categories":[],"category_scores_codex":[0.06229436,0.0005496913,0.0005984825,0.003814702,0.01850738,0.02429559,0.002834543,0.00603808,0.004707888],"category_scores_gemma":[0.1839359,0.001020148,0.0004580731,0.003347936,0.03013013,0.01982945,0.02349974,0.009771235,0.0009885286],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004209943,"about_ca_system_score_gemma":0.007007929,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002118368,"about_ca_topic_score_gemma":0.00361308,"domain_scores_codex":[0.9279577,0.05699653,0.001712233,0.004206777,0.006560392,0.0025664],"domain_scores_gemma":[0.7818514,0.1656538,0.01017552,0.01796452,0.01450032,0.009854551],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00006781524,0.00005267793,0.004028279,0.00005313501,0.000009974379,0.0002136484,0.9383393,0.00007249789,0.001896487,0.04013648,0.00111808,0.01401154],"study_design_scores_gemma":[0.00001997727,0.0000702868,0.004248281,0.0002506219,0.00003288896,0.000417218,0.8586773,0.001213585,0.003169242,0.07623251,0.05559442,0.00007356446],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7812138,0.0007444486,0.05693637,0.03303426,0.0005406797,0.0001610471,0.0000847233,0.0003051099,0.1269796],"genre_scores_gemma":[0.9901236,0.0001167362,0.004648444,0.00060693,0.00008508707,0.00006693014,0.00003040906,0.0001638352,0.004158015],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06229436,"threshold_uncertainty_score":0.3294479,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1103579826209925,"score_gpt":0.4225782570245818,"score_spread":0.3122202744035893,"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."}}