{"id":"W2509896337","doi":"10.1080/14926150509556653","title":"A reply to Roth","year":2005,"lang":"en","type":"article","venue":"Canadian Journal of Science Mathematics and Technology Education","topic":"Science Education and Pedagogy","field":"Social Sciences","cited_by":5,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Situated; Argument (complex analysis); Humanities; Normative; Sociology; Philosophy; Epistemology; Ethnomethodology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00195717,0.0000466319,0.00008415694,0.001388847,0.0009186021,0.0001502268,0.0004864837,0.00004559003,0.0001352885],"category_scores_gemma":[0.00221706,0.00004284269,0.00001270177,0.001764991,0.00163182,0.0003418225,0.00001034069,0.0001171531,0.00002683562],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002410533,"about_ca_system_score_gemma":0.0135786,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002304573,"about_ca_topic_score_gemma":0.01363385,"domain_scores_codex":[0.999198,0.00001139414,0.0002032237,0.000108812,0.0002148965,0.000263666],"domain_scores_gemma":[0.998473,0.00003441808,0.0001387816,0.0001335296,0.0005897723,0.0006305362],"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":[4.588199e-7,0.00005738012,0.004629136,0.000004376268,0.000002290703,8.168503e-7,0.07987644,0.000003106039,0.0005711546,0.690424,0.01079719,0.2136336],"study_design_scores_gemma":[0.00005760556,0.00006526239,0.001466157,0.00006329917,0.000007612025,0.00009591591,0.1661751,0.00003512814,0.0006986477,0.04695883,0.7842507,0.0001257451],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7984121,0.000207812,0.000328305,0.1841654,0.0008625706,0.0001259738,4.847855e-7,0.00001060093,0.01588672],"genre_scores_gemma":[0.971257,0.00002077901,0.0259339,0.001657916,0.0002031006,0.000003986849,5.381243e-8,0.000002768334,0.0009204733],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7734535,"threshold_uncertainty_score":0.9920135,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02802798125562592,"score_gpt":0.353464667950934,"score_spread":0.325436686695308,"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."}}