{"id":"W7160194762","doi":"10.7202/1124520ar","title":"Paolo Granata’s Generative Knowledge: Think, Learn, Create with AI","year":2025,"lang":"en","type":"article","venue":"New Explorations","topic":"Ethics and Social Impacts of AI","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Feature (linguistics); Generative grammar; Perspective (graphical); Field (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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003867379,0.0006449337,0.00043037,0.001955968,0.004133148,0.007496359,0.00136077,0.004565138,0.006376367],"category_scores_gemma":[0.01319419,0.0003897171,0.000645251,0.001659896,0.03210295,0.0131598,0.004631986,0.0071537,0.00137043],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003116787,"about_ca_system_score_gemma":0.003561363,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007298655,"about_ca_topic_score_gemma":0.007854005,"domain_scores_codex":[0.9965532,0.002307513,0.0000686008,0.0004249122,0.0004858741,0.0001599873],"domain_scores_gemma":[0.9926155,0.005514798,0.0001763056,0.001037771,0.0003917716,0.0002639037],"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":[0.000005564724,0.000008499575,0.0001013411,0.00001988108,0.000003417138,0.00003430304,0.003769976,0.0002465179,0.0000317604,0.9830881,0.007062889,0.005627741],"study_design_scores_gemma":[0.000006354101,0.000002951048,0.00005873257,0.00004582787,0.000002538234,0.00006740148,0.0006465311,0.0004460403,0.00009557918,0.9122327,0.08638797,0.000007334907],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.01471638,0.008323732,0.1489584,0.2951408,0.002139928,0.00008319969,0.0001508605,0.0003656329,0.530121],"genre_scores_gemma":[0.7514232,0.008407637,0.08958135,0.0193276,0.002735439,0.0003570634,0.0001828353,0.0006820186,0.1273029],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.007496359,"threshold_uncertainty_score":0.022614,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06653455211033948,"score_gpt":0.4083698701847394,"score_spread":0.3418353180743999,"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."}}