{"id":"W4206474994","doi":"10.12775/ths.1992.002","title":"Materialism Today","year":2007,"lang":"fr","type":"article","venue":"Theoria et Historia Scientiarum","topic":"Art, Technology, and Culture","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Materialism; Epistemology; Consistency (knowledge bases); Ontology; Philosophy; Aside; Sociology; Computer science; Artificial intelligence; Linguistics","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","sts","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.003073814,0.0004163874,0.0004019409,0.0002521636,0.001502926,0.0003972483,0.0007162454,0.0004658244,0.01573857],"category_scores_gemma":[0.00009815334,0.0003846453,0.0002185907,0.0001356567,0.002374717,0.0005480663,0.0002182358,0.0004826379,0.001929876],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004252278,"about_ca_system_score_gemma":0.0001136378,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001000758,"about_ca_topic_score_gemma":0.003293952,"domain_scores_codex":[0.9970796,0.0001686283,0.0005613673,0.0006264266,0.0004828993,0.001081039],"domain_scores_gemma":[0.9984442,0.0000812545,0.0002650886,0.0007336472,0.0002420153,0.0002337793],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00005774379,0.000118078,0.000003709346,0.00003279414,0.00004222319,0.00003123078,0.02014212,5.449995e-7,0.001429132,0.6620976,0.3150112,0.001033681],"study_design_scores_gemma":[0.0004794553,0.0001125276,0.00002309092,0.00006892691,0.0001232465,0.00002227964,0.003469921,0.000002710909,0.001396929,0.1196141,0.8742482,0.0004386308],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.01411478,0.0165929,0.0008097717,0.01615131,0.2156804,0.000467665,0.0004844914,0.0006445082,0.7350541],"genre_scores_gemma":[0.2165643,0.000355619,0.0004311758,0.00120413,0.0120065,0.0000141444,0.00009180447,0.00008502824,0.7692474],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.559237,"threshold_uncertainty_score":0.9998605,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01316973680609195,"score_gpt":0.2417687379057913,"score_spread":0.2285990010996993,"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."}}