{"id":"W4402162100","doi":"10.1007/978-981-99-5634-0_23","title":"Some Technical Issues and Problems in the Epistemic Model of Tawhidi Unified Reality","year":2024,"lang":"en","type":"book-chapter","venue":"","topic":"Medieval and Classical Philosophy","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Cape Breton University","funders":"","keywords":"Epistemology; Management science; Computer science; Philosophy; 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":[0.007095182,0.000678429,0.001009481,0.001839325,0.006769867,0.008065123,0.002786424,0.004886122,0.01039969],"category_scores_gemma":[0.01195551,0.001038051,0.001164829,0.002655578,0.01830063,0.0254553,0.00375988,0.009525005,0.001509243],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005050585,"about_ca_system_score_gemma":0.002461039,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004327617,"about_ca_topic_score_gemma":0.003417226,"domain_scores_codex":[0.9968904,0.001957517,0.0001459749,0.0003445336,0.0004614588,0.0002002612],"domain_scores_gemma":[0.9948971,0.003702967,0.0001634904,0.0006459341,0.0004709082,0.0001195865],"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":[0.00000105915,0.000001823955,0.000005874014,0.000003364905,5.599325e-7,0.000005683948,0.0001321593,0.00003466057,0.000004743797,0.998966,0.0004383707,0.0004056428],"study_design_scores_gemma":[0.000001355666,9.860643e-7,0.00001290918,0.000006261942,0.000001119992,0.00001196501,0.00008488934,0.0002852825,0.0000145527,0.9966181,0.002960264,0.000002351392],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.02462688,0.00824973,0.2811823,0.08846849,0.001691136,0.0001049293,0.0003529838,0.0002412518,0.5950823],"genre_scores_gemma":[0.7750331,0.005123173,0.1068168,0.006563089,0.002902788,0.0005397839,0.0003135267,0.000349884,0.102358],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.01039969,"threshold_uncertainty_score":0.03752339,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1090096622841546,"score_gpt":0.2677847110878165,"score_spread":0.1587750488036619,"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."}}