{"id":"W1982432424","doi":"10.1007/s10503-011-9224-9","title":"Character and Knowledge: Learning from the Speech of Experts","year":2011,"lang":"en","type":"article","venue":"Argumentation","topic":"Epistemology, Ethics, and Metaphysics","field":"Arts and Humanities","cited_by":15,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Windsor","funders":"","keywords":"Pathos; Ethos; Character (mathematics); Logos Bible Software; Epistemology; Psychology; Social knowledge; Sociology; Social psychology; Linguistics; Computer science; Philosophy","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":[0.01089858,0.0005947616,0.0005299036,0.001740654,0.00206646,0.009551718,0.001506465,0.003672343,0.006725065],"category_scores_gemma":[0.1021451,0.0003762661,0.0003723907,0.001019852,0.00708841,0.01771865,0.004683029,0.003707876,0.001282596],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00141006,"about_ca_system_score_gemma":0.001421373,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001161301,"about_ca_topic_score_gemma":0.001241608,"domain_scores_codex":[0.9887388,0.00900447,0.0002293495,0.0007602374,0.0009816702,0.000285497],"domain_scores_gemma":[0.8971977,0.09193815,0.002492467,0.003734273,0.003331615,0.00130578],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0008471703,0.0005006969,0.03149879,0.0008883851,0.0001245323,0.001424711,0.3440467,0.00537562,0.003285573,0.3245487,0.01048263,0.2769765],"study_design_scores_gemma":[0.00007262164,0.000187421,0.01132349,0.0008989539,0.0000591559,0.000608419,0.09590506,0.02955772,0.003464089,0.8098719,0.04794576,0.0001053684],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.652963,0.002476973,0.171108,0.01909566,0.0003486222,0.0001923472,0.0004062271,0.0002471001,0.1531621],"genre_scores_gemma":[0.9822015,0.0004885191,0.01208624,0.0003578456,0.00008243128,0.00006457179,0.0002311593,0.00004985146,0.004437842],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01089858,"threshold_uncertainty_score":0.05763793,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1370408861648199,"score_gpt":0.2752474300216571,"score_spread":0.1382065438568372,"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."}}