{"id":"W7096636679","doi":"","title":"Author manuscript, published in "Ambiances in action / Ambiances en acte(s)- International Congress on Ambiances, Montreal 2012, Montreal: Canada (2012)" Walking, listening, speaking The soundwalking interactions project","year":2012,"lang":"en","type":"article","venue":"","topic":"Sound Studies and Aurality","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Action (physics); Sound (geography); Work (physics); Government (linguistics)","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001580246,0.0005996671,0.0006833106,0.0004632081,0.0005217583,0.0005728807,0.0009279116,0.0002371022,0.002692376],"category_scores_gemma":[0.0005167036,0.0004656697,0.000198468,0.000772148,0.0001892853,0.002373015,0.0002467265,0.001266092,0.00008227793],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00122469,"about_ca_system_score_gemma":0.0001871029,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9106259,"about_ca_topic_score_gemma":0.9964129,"domain_scores_codex":[0.9948905,0.0008127774,0.001143924,0.0009534907,0.0007988798,0.001400414],"domain_scores_gemma":[0.9971819,0.0009430948,0.0007134403,0.000798987,0.0001904173,0.0001721769],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0006464,0.0008818966,0.3703711,0.00005393622,0.0005335625,0.00004554448,0.02257456,0.00007426993,0.00007017348,0.001762621,0.5239054,0.07908055],"study_design_scores_gemma":[0.0008148347,0.00002959259,0.4916086,0.0001329222,0.00003232326,0.00004310231,0.01201144,0.00006350043,0.00001198849,0.000144467,0.4947048,0.0004024329],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8699535,0.001370494,0.0001324821,0.008439125,0.03128837,0.001125996,0.0001115165,0.0002014909,0.08737708],"genre_scores_gemma":[0.9066997,0.0001197107,0.0002033801,0.0008469124,0.001455737,0.0004045263,0.0001465796,0.00005821719,0.09006529],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1212375,"threshold_uncertainty_score":0.9997795,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08475648617418174,"score_gpt":0.3649757528744548,"score_spread":0.280219266700273,"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."}}