{"id":"W4366590655","doi":"10.32388/if3jrf","title":"Review of: \"Does Philosophy Matter? The Urgent Need for a Philosophical Revolution\"","year":2023,"lang":"en","type":"peer-review","venue":"","topic":"Classical Philosophy and Thought","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of the Fraser Valley","funders":"","keywords":"Epistemology; Philosophy","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0009533128,0.0006728166,0.001750041,0.0001426043,0.0004594343,0.00006928508,0.0009642385,0.0002283719,0.02179869],"category_scores_gemma":[0.0007349095,0.0003423922,0.001703646,0.0001913951,0.0007436416,0.0001054023,0.0002889038,0.0007112926,0.001477204],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007233914,"about_ca_system_score_gemma":0.0001776181,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008222691,"about_ca_topic_score_gemma":0.0001098314,"domain_scores_codex":[0.9963512,0.0002036542,0.001530184,0.0007013067,0.0007206002,0.0004930237],"domain_scores_gemma":[0.9962904,0.0008348877,0.0007250811,0.001181364,0.0007685514,0.000199743],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001001642,0.00006621476,1.074589e-7,0.07198787,0.0001476314,0.000001334598,0.00004591211,2.780688e-8,1.323663e-7,0.3492585,0.5781955,0.0002868772],"study_design_scores_gemma":[0.0001307252,0.00006804009,3.160655e-7,0.05925387,0.000637985,0.000002248943,0.000009084994,0.000002550416,7.128177e-7,0.3020613,0.6375127,0.000320366],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[8.704689e-8,0.2040984,0.000007357562,0.5739082,0.004156382,0.002018817,0.002406337,0.0001097564,0.2132946],"genre_scores_gemma":[0.00009658949,0.2239985,0.00004387528,0.1833627,0.01902077,0.001429886,0.002376043,0.0001852413,0.5694864],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.3905455,"threshold_uncertainty_score":0.9999028,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1014391731591694,"score_gpt":0.3106127582657522,"score_spread":0.2091735851065828,"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."}}