{"id":"W38363753","doi":"10.1371/journal.pone.0298354","title":"Ethical Impartiality, an Expression of the Spirit of Critical Thinking?","year":2003,"lang":"en","type":"article","venue":"PLoS ONE","topic":"Philosophy, Ethics, and Existentialism","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Windsor","funders":"Ministerio de Ciencia e Innovación","keywords":"Impartiality; Expression (computer science); Epistemology; Environmental ethics; Sociology; Philosophy; Engineering ethics; Computer science; Engineering","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":[0.07276864,0.001168632,0.001602912,0.002274794,0.008700117,0.02077723,0.003154041,0.01443662,0.005302041],"category_scores_gemma":[0.1154063,0.000584682,0.000981537,0.001434319,0.1489435,0.02567473,0.01172814,0.02638769,0.001845051],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00737845,"about_ca_system_score_gemma":0.009871878,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00123451,"about_ca_topic_score_gemma":0.0009158371,"domain_scores_codex":[0.9286419,0.05313759,0.002268114,0.004744771,0.008596969,0.00261073],"domain_scores_gemma":[0.8550641,0.1105821,0.008349729,0.01297122,0.008662866,0.004370068],"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":[0.00003088705,0.00001484859,0.0001931765,0.000159974,0.00002801999,0.0001466764,0.009246652,0.0001643756,0.00009064498,0.944643,0.03558118,0.009700555],"study_design_scores_gemma":[0.00001852984,0.00002159005,0.00007361511,0.0004256437,0.000007087741,0.0002132008,0.002789845,0.0002204448,0.0001122141,0.8888389,0.1072496,0.00002920203],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.003628151,0.02162494,0.02872948,0.8592816,0.01364782,0.00006607764,0.00005211969,0.0001348326,0.07283498],"genre_scores_gemma":[0.5120797,0.01596858,0.02335574,0.3920517,0.03542559,0.0005987425,0.00005816411,0.000475075,0.01998665],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.07276864,"threshold_uncertainty_score":0.3848419,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1614435380357184,"score_gpt":0.3113770357188385,"score_spread":0.1499334976831201,"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."}}