{"id":"W4385586645","doi":"10.4236/ojpp.2023.133035","title":"Exploring Physics and Ontology with AI","year":2023,"lang":"en","type":"article","venue":"Open Journal of Philosophy","topic":"Scientific Computing and Data Management","field":"Decision Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Cybernet Systems Corporation (Canada)","funders":"","keywords":"Ontology; Session (web analytics); Epistemology; Computer science; Cognitive science; Psychology; Philosophy; World Wide Web","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":[0.01380788,0.0006820588,0.0006646576,0.002055243,0.007666611,0.013829,0.001616249,0.003369998,0.007871],"category_scores_gemma":[0.01307132,0.0004981608,0.0008669614,0.001828278,0.02745419,0.02830846,0.009435626,0.009651366,0.001141896],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004192432,"about_ca_system_score_gemma":0.004056813,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002829626,"about_ca_topic_score_gemma":0.002611358,"domain_scores_codex":[0.9877709,0.009566661,0.0001880275,0.0006367667,0.001279435,0.0005580828],"domain_scores_gemma":[0.9900395,0.00784917,0.0002886147,0.000745015,0.0004987238,0.0005789895],"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":[0.0000200565,0.00003870574,0.0002772986,0.00007678537,0.00001735862,0.0001078899,0.011759,0.0005549656,0.000433831,0.9691654,0.003343891,0.0142048],"study_design_scores_gemma":[0.000006570991,0.00001672252,0.000117344,0.00006159577,0.000004283233,0.00008220193,0.005471385,0.001758299,0.0002462844,0.9260212,0.06619813,0.00001602724],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.0567392,0.01300915,0.4620875,0.2057319,0.002194611,0.0001761978,0.0001016781,0.0003542966,0.2596054],"genre_scores_gemma":[0.7555813,0.007517969,0.2003203,0.01042056,0.0016037,0.0003194632,0.0001137224,0.0003090924,0.02381398],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.013829,"threshold_uncertainty_score":0.07302392,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.6258179466726759,"score_gpt":0.4447687481019875,"score_spread":0.1810491985706884,"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."}}