{"id":"W7038161129","doi":"","title":"Generalisation with Generative Models","year":2024,"lang":"fr","type":"other","venue":"PolyPublie (École Polytechnique de Montréal)","topic":"Marine Sponges and Natural Products","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Structuralism (philosophy of science); Generative grammar; Firth","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003710654,0.00173211,0.001562355,0.002729896,0.001176972,0.003653788,0.00305784,0.00277432,0.04019407],"category_scores_gemma":[0.02033185,0.001528906,0.004837486,0.002971024,0.002012969,0.005461685,0.003881942,0.004175731,0.008413046],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002787073,"about_ca_system_score_gemma":0.001652255,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01470249,"about_ca_topic_score_gemma":0.01729976,"domain_scores_codex":[0.9974826,0.001247929,0.0001202811,0.000675194,0.0003062913,0.0001676837],"domain_scores_gemma":[0.9900942,0.007812225,0.0002824244,0.001238403,0.0004210784,0.0001515619],"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":[0.0001616495,0.00008179283,0.002154815,0.000581461,0.0003831256,0.0007175899,0.0006328853,0.3392667,0.0008589667,0.5186768,0.02537761,0.1111066],"study_design_scores_gemma":[0.00002334968,0.00001628136,0.0003898663,0.00008313114,0.00004172832,0.0001549655,0.00004832912,0.4486122,0.000175698,0.5362164,0.01421577,0.00002236357],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.00863934,0.00209894,0.9510942,0.002876836,0.0003908842,0.0001363846,0.002755337,0.003586264,0.02842173],"genre_scores_gemma":[0.5249761,0.00453753,0.364261,0.002093638,0.001596125,0.0008031382,0.01245746,0.005583961,0.08369108],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.04019407,"threshold_uncertainty_score":0.1344625,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009895766945977791,"score_gpt":0.2229226584348666,"score_spread":0.2130268914888888,"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."}}