{"id":"W4411179970","doi":"10.3390/soc15060160","title":"Sensory Methodologies and Methods: A Scoping Review","year":2025,"lang":"en","type":"review","venue":"Societies","topic":"Innovative Human-Technology Interaction","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Sensory system; Psychology; Cognitive psychology","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"],"consensus_categories":[],"category_scores_codex":[0.002501801,0.0003984985,0.001961386,0.0002769056,0.0002076063,0.0001173802,0.0009200195,0.0004388671,0.00001744292],"category_scores_gemma":[0.001981242,0.0003240946,0.0003735323,0.0008177885,0.000303655,0.0002995174,0.001065831,0.0008271826,0.00002720292],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000110369,"about_ca_system_score_gemma":0.0003941706,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001250359,"about_ca_topic_score_gemma":4.636985e-7,"domain_scores_codex":[0.9965515,0.001704174,0.0006582137,0.0006597048,0.0001439963,0.0002824555],"domain_scores_gemma":[0.9953822,0.003114597,0.0005440225,0.000756898,0.0001837652,0.00001850458],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[8.998916e-8,0.000002286684,2.705373e-8,0.1982766,0.00008150245,0.000002140123,0.00006456248,7.959676e-9,5.471604e-7,0.01205814,0.00503186,0.7844822],"study_design_scores_gemma":[0.00002329562,0.00001863065,6.667834e-8,0.4841602,0.0002087143,0.00004867602,0.00005352263,0.000002666823,0.00001970401,0.008663288,0.5065218,0.0002794481],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[5.457371e-9,0.7917033,0.2042549,0.0004005511,0.0005892221,0.0008310354,0.000002473608,0.0003755117,0.001842965],"genre_scores_gemma":[6.485144e-10,0.640955,0.3565964,0.0005587028,0.0000264412,0.0002062972,0.000002851597,0.000009169743,0.001645036],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.7842028,"threshold_uncertainty_score":0.9999211,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2562392403049198,"score_gpt":0.5492778151839366,"score_spread":0.2930385748790167,"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."}}