{"id":"W4392648572","doi":"10.1007/978-3-031-51329-9_4","title":"The Incomplete Reduction","year":2024,"lang":"en","type":"book-chapter","venue":"","topic":"Phenomenology and Existential Philosophy","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Brock University","funders":"","keywords":"Reduction (mathematics); Computer science; Mathematics; Geometry","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":[0.001321309,0.000724601,0.0008630037,0.001217277,0.0030313,0.00430502,0.001233026,0.001496876,0.03067841],"category_scores_gemma":[0.003390603,0.0005017153,0.0006820991,0.001128993,0.01069285,0.01105438,0.003556223,0.005665681,0.006795941],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003556731,"about_ca_system_score_gemma":0.002087067,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002725666,"about_ca_topic_score_gemma":0.002513352,"domain_scores_codex":[0.9988878,0.0004708717,0.0000349956,0.0001809287,0.0003212166,0.0001040907],"domain_scores_gemma":[0.9992052,0.0003255176,0.00002305545,0.0002657228,0.0001455749,0.00003492392],"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":[0.000002566579,0.000002653056,0.00000491256,0.00001125914,9.105462e-7,0.000004880945,0.0001285629,0.00004667776,0.00001956102,0.9911867,0.005368646,0.003222745],"study_design_scores_gemma":[0.000001676241,0.000001707385,0.00001562231,0.00001604444,0.000001290479,0.00001825185,0.00008545072,0.0001640719,0.00005573466,0.9330651,0.06657296,0.000002069661],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.002081326,0.003201642,0.03850869,0.005536173,0.0007328778,0.00003908017,0.0001892948,0.0001218455,0.9495892],"genre_scores_gemma":[0.2523596,0.005804269,0.02492629,0.003881197,0.001368882,0.0003208679,0.0006703798,0.0007021776,0.7099664],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.03067841,"threshold_uncertainty_score":0.1026295,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0500132165979904,"score_gpt":0.2992527248455509,"score_spread":0.2492395082475605,"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."}}