{"id":"W1600275594","doi":"10.22329/il.v25i3.1138","title":"Useful Advice and Good Arguments","year":2005,"lang":"en","type":"article","venue":"Informal Logic","topic":"Epistemology, Ethics, and Metaphysics","field":"Arts and Humanities","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Advice (programming); Argumentation theory; Epistemology; Sociology; Philosophy; Computer science","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.03877281,0.000833643,0.00105648,0.003006157,0.007022082,0.00975622,0.002056463,0.01074286,0.01123785],"category_scores_gemma":[0.113794,0.0005557055,0.0008633943,0.002192093,0.03131521,0.01991297,0.005752046,0.01141367,0.003796065],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006169348,"about_ca_system_score_gemma":0.00457717,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002692001,"about_ca_topic_score_gemma":0.0036026,"domain_scores_codex":[0.9484357,0.0381358,0.001747002,0.002077966,0.008008739,0.001594784],"domain_scores_gemma":[0.8980055,0.07749439,0.003847109,0.004778663,0.01313896,0.002735376],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00001719449,0.000009050376,0.0000849344,0.00009465453,0.000009887762,0.00006313016,0.002499732,0.000165125,0.0000412792,0.9504822,0.03903485,0.007497937],"study_design_scores_gemma":[0.00001758041,0.00000879151,0.00004851493,0.000262501,0.000005872146,0.00005806339,0.001948437,0.0004046319,0.0001298828,0.8634771,0.133621,0.00001764744],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.004400505,0.01270954,0.06563611,0.7551502,0.006923042,0.00008469645,0.00006920387,0.000273632,0.154753],"genre_scores_gemma":[0.6007515,0.01318374,0.1069904,0.1761619,0.009476389,0.0004713142,0.0001648177,0.0007145126,0.09208548],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.03877281,"threshold_uncertainty_score":0.2050527,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04805469277669199,"score_gpt":0.2602451927571023,"score_spread":0.2121904999804103,"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."}}