{"id":"W4416649472","doi":"10.1177/03010066251395946","title":"“Definitely a toaster”: Identifying container contents by touch and sound","year":2025,"lang":"en","type":"article","venue":"Perception","topic":"Tactile and Sensory Interactions","field":"Neuroscience","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Container (type theory); Bottle; Sound (geography); Work (physics)","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":[],"consensus_categories":[],"category_scores_codex":[0.0000192152,0.00008301164,0.00008986196,0.00008648315,0.0001893548,0.0001417359,0.00005976906,0.00004441966,0.0002508427],"category_scores_gemma":[0.0001570926,0.00008015716,0.00003386752,0.0001017705,0.0000478703,0.0002994874,0.00003221028,0.0001180013,0.0001693345],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004272581,"about_ca_system_score_gemma":0.000004619689,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008920733,"about_ca_topic_score_gemma":0.00003708207,"domain_scores_codex":[0.9993255,0.00005421662,0.0001393438,0.000248749,0.00009606455,0.0001361771],"domain_scores_gemma":[0.9996739,0.0001162572,0.00003642838,0.000112053,0.00002598948,0.00003536448],"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":[0.00003097681,0.00003660263,0.003315722,0.00001020276,0.000003294302,0.000002324483,0.0005979104,7.783283e-7,0.9892408,0.0004351095,0.002295424,0.004030852],"study_design_scores_gemma":[0.007584325,0.0006316231,0.3008469,0.0005079965,0.0003063433,0.0004255837,0.03012295,0.008766726,0.4902174,0.009540861,0.1491244,0.001924862],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9857038,0.000008913499,0.002159146,0.0004043855,0.0004310223,0.0001189933,0.000016523,0.00005991594,0.01109731],"genre_scores_gemma":[0.9878633,0.00003906581,0.00002156479,0.001679549,0.00002952658,0.00001515381,0.000005529797,0.00000628151,0.01034004],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4990234,"threshold_uncertainty_score":0.3268714,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07504379476425166,"score_gpt":0.336008446716041,"score_spread":0.2609646519517894,"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."}}