{"id":"W4256178853","doi":"10.31234/osf.io/2csa8","title":"Consistent Verbal Labels Promote Odor Category Learning","year":2020,"lang":"en","type":"preprint","venue":"","topic":"Olfactory and Sensory Function Studies","field":"Neuroscience","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Categorization; Odor; Psychology; Cognitive psychology; Perception; Context (archaeology); Cognition; Affect (linguistics); Communication; Artificial intelligence; Computer science; Neuroscience","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":[0.00044957,0.000381055,0.0002352744,0.0002442593,0.0001682932,0.0005874739,0.0003385357,0.0004739198,0.003665815],"category_scores_gemma":[0.003197626,0.0001409739,0.0001817762,0.0001013181,0.0007145726,0.000563428,0.001025555,0.0007221901,0.0005233645],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000169184,"about_ca_system_score_gemma":0.0002199949,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005136441,"about_ca_topic_score_gemma":0.000799007,"domain_scores_codex":[0.9996222,0.00009357645,0.00002542856,0.00008791801,0.000106219,0.00006469562],"domain_scores_gemma":[0.9979689,0.0008241691,0.0004511242,0.000301365,0.0001946615,0.0002598095],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.001422388,0.001037144,0.005709808,0.0003319234,0.0000288684,0.0002412798,0.001591034,0.000322259,0.9343002,0.0007508694,0.0003919992,0.05387225],"study_design_scores_gemma":[0.000181542,0.005081146,0.1203564,0.00009623727,0.000137232,0.0006893291,0.002748324,0.006132046,0.8463835,0.008629282,0.009483845,0.00008108327],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.995723,0.000123656,0.002092548,0.00008548245,0.00003647049,0.000009229288,0.00002730068,0.00007053107,0.001831781],"genre_scores_gemma":[0.9937185,0.0001209296,0.003694674,0.00005756281,0.00001451583,0.00001625505,0.00007450688,0.00004249033,0.002260451],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003665815,"threshold_uncertainty_score":0.01226336,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2689886235880373,"score_gpt":0.2964232839521224,"score_spread":0.0274346603640851,"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."}}