{"id":"W2542247123","doi":"10.1007/978-3-319-40301-4_5","title":"The Next Big Thing: How the Real Character Works","year":2016,"lang":"en","type":"book-chapter","venue":"","topic":"Historical Philosophy and Science","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Character (mathematics); Extant taxon; Competence (human resources); Transformative learning; Literature; Epistemology; Philosophy; Sociology; Psychology; Art; Social psychology; Mathematics","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":["sts","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0002795627,0.0002301362,0.0001834847,0.00003235556,0.001688348,0.0009023946,0.0007169999,0.0001280684,0.002498536],"category_scores_gemma":[0.00001884437,0.00008002728,0.0001908705,0.000006047399,0.001015943,0.0002246311,0.00009603837,0.0004476998,0.0009826986],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005777044,"about_ca_system_score_gemma":0.00004069619,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001856249,"about_ca_topic_score_gemma":0.0002635154,"domain_scores_codex":[0.9989254,0.00002073453,0.0001756249,0.0002636259,0.0003652974,0.0002492931],"domain_scores_gemma":[0.9987932,0.0003736619,0.0001432075,0.0005288378,0.00009213731,0.00006894572],"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":[0.00000574688,0.000002414959,9.03491e-8,0.000001844056,0.00001561086,0.000002274284,0.002847145,3.242714e-9,0.000001352103,0.9426223,0.02476519,0.02973602],"study_design_scores_gemma":[0.00003058865,0.00002097051,0.000001018645,0.00004612391,0.00001233258,6.631499e-7,0.00008650238,0.000001391231,3.23678e-7,0.1708691,0.828786,0.000145009],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.000002387313,0.0005733793,0.00001288993,0.02760167,0.002831106,0.0001385563,0.00001032151,0.00006623447,0.9687635],"genre_scores_gemma":[0.01536463,0.0008380916,0.00000166263,0.001551053,0.007016362,0.00000806316,0.000001976159,0.00002407296,0.9751941],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.8040208,"threshold_uncertainty_score":0.9997951,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1276945259349091,"score_gpt":0.2101986509420025,"score_spread":0.08250412500709342,"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."}}