{"id":"W3207571416","doi":"","title":"Studying Argumentation Behaviour / Estudiando el comportamiento argumentativo","year":2017,"lang":"es","type":"article","venue":"Cogency","topic":"Higher Education Teaching and Evaluation","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Windsor","funders":"","keywords":"Argumentation theory; Panacea (medicine); Humanities; Political science; Politics; Epistemology; Dialogical self; Philosophy; Sociology; Law","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001829535,0.0002281171,0.0002550597,0.0001073738,0.004915823,0.001014901,0.0006212701,0.0001192487,0.0008291685],"category_scores_gemma":[0.0003748865,0.0002485326,0.0001224893,0.0001319103,0.0002835895,0.0007670263,0.00009234134,0.0002122518,0.0008232006],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002802909,"about_ca_system_score_gemma":0.0003075289,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003988376,"about_ca_topic_score_gemma":0.0003433324,"domain_scores_codex":[0.9974485,0.000324733,0.0004748736,0.0004749571,0.0008571296,0.0004197967],"domain_scores_gemma":[0.9981272,0.00008848464,0.0007553371,0.0006021016,0.0002179028,0.0002089552],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000107141,0.000600511,0.9256315,0.0000240577,0.00006526362,0.000004089035,0.05232973,0.000006105251,0.000321957,0.004549498,0.002505092,0.01395151],"study_design_scores_gemma":[0.00108874,0.0001153683,0.9716999,0.0001156077,0.0002542902,8.54448e-7,0.0165077,0.00003970934,0.00044566,0.001336809,0.00802948,0.0003659025],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9683232,0.000351204,0.0001820361,0.00371586,0.004070376,0.0006641854,0.00001884312,0.00007161863,0.02260263],"genre_scores_gemma":[0.9929175,0.0005566783,0.0001604378,0.0001032942,0.0007399555,0.0000828634,0.00005414621,0.00002376667,0.005361382],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04606841,"threshold_uncertainty_score":0.9999967,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08290131220310663,"score_gpt":0.4568799103540673,"score_spread":0.3739785981509606,"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."}}