{"id":"W4415304839","doi":"10.1080/09515089.2025.2572435","title":"The Light in the Shadow. The Therapeutic Value of Philosophy","year":2025,"lang":"en","type":"article","venue":"Philosophical Psychology","topic":"Ethics in medical practice","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Continental (Canada)","funders":"","keywords":"Value (mathematics); Experimental philosophy; Thought experiment; Value theory","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":["metaresearch","sts","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.01342276,0.0002131102,0.0003539923,0.00010625,0.001686795,0.00001177103,0.002194311,0.0006782382,0.000163916],"category_scores_gemma":[0.009853229,0.00009227234,0.0001381316,0.0009250792,0.001650572,0.00006071774,0.000259735,0.009308687,0.0002605198],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000519699,"about_ca_system_score_gemma":0.0002117701,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005407774,"about_ca_topic_score_gemma":0.00006570527,"domain_scores_codex":[0.9848499,0.01242273,0.00106367,0.0004337343,0.0006000715,0.0006298871],"domain_scores_gemma":[0.9573978,0.04047818,0.0003246932,0.001567469,0.0001711091,0.00006073826],"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":[0.000240335,0.0002046653,0.001505918,0.00004395616,0.00005969353,0.000006475617,0.001532625,0.000001147229,0.00009423841,0.9875078,0.007175659,0.00162752],"study_design_scores_gemma":[0.0007380453,0.00009083908,0.01354719,0.0001335433,0.00004601726,0.000004639862,0.0004800729,0.00003754448,0.000003648486,0.9055075,0.07933257,0.00007839354],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.001138391,0.001630629,0.0002441322,0.6350001,0.001384777,0.0007158373,0.000002466603,0.00002517444,0.3598585],"genre_scores_gemma":[0.8344939,0.0005011962,0.00003248439,0.1637891,0.0007792758,0.0002424451,0.000001540274,0.00001730117,0.0001428123],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8333555,"threshold_uncertainty_score":0.9996129,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1350648132425487,"score_gpt":0.5366631026676778,"score_spread":0.4015982894251292,"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."}}