{"id":"W4308786214","doi":"10.1093/analys/anac094","title":"Attenuated Representationalism","year":2022,"lang":"en","type":"article","venue":"Analysis","topic":"Philosophy and Theoretical Science","field":"Psychology","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Direct and indirect realism; Metaphysics; Epistemology; Perception; Philosophy; Psychology","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002392581,0.00003232599,0.00007545102,0.0001153475,0.000172863,0.00000714583,0.0001808308,0.000009507066,0.04186237],"category_scores_gemma":[0.00001825928,0.00003024028,0.0001117621,0.00177874,0.00005928977,0.00002051769,0.00006685498,0.00007083808,0.0002486368],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001369096,"about_ca_system_score_gemma":0.000004225625,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002302105,"about_ca_topic_score_gemma":0.000004392644,"domain_scores_codex":[0.999274,0.0001470584,0.000088156,0.0001899907,0.0001944173,0.000106443],"domain_scores_gemma":[0.9996137,0.00007402652,0.0000304673,0.0002281061,0.00001474264,0.00003898235],"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":[0.00001179609,0.00005765386,0.007034494,1.151112e-7,0.0004305015,0.00002253997,0.0004622421,0.0004693201,0.00006385021,0.9897152,0.001197242,0.0005350014],"study_design_scores_gemma":[0.0003684558,0.00007240555,0.248816,2.77661e-7,0.001139435,0.00001201785,0.001038637,0.002585919,0.00005912673,0.7295553,0.01611987,0.0002325474],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3009353,0.00006333062,0.001183073,0.004418684,0.0001857569,0.0000416599,0.00003139124,0.00004636051,0.6930944],"genre_scores_gemma":[0.9958434,3.056508e-7,0.00002633687,0.0009009762,0.00003009008,0.00002968238,0.00003465062,0.000001951917,0.003132607],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6949081,"threshold_uncertainty_score":0.9590135,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02509769865166463,"score_gpt":0.3431655580302455,"score_spread":0.3180678593785809,"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."}}