{"id":"W4404728467","doi":"10.3389/fcogn.2024.1436351","title":"Detecting multiple simultaneous and sequential feature changes","year":2024,"lang":"en","type":"article","venue":"Frontiers in Cognition","topic":"Time Series Analysis and Forecasting","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"Simon Fraser University","keywords":"Feature (linguistics); Computer science; Artificial intelligence; Pattern recognition (psychology); Linguistics; Philosophy","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0009833154,0.0003820733,0.0006056103,0.0009944803,0.0002811607,0.000640718,0.0005695563,0.0008452841,0.003292244],"category_scores_gemma":[0.006080737,0.0003928218,0.0004340535,0.0003314407,0.0004870832,0.002057503,0.001207236,0.000883358,0.0003841192],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002928112,"about_ca_system_score_gemma":0.0003030075,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009793418,"about_ca_topic_score_gemma":0.000862734,"domain_scores_codex":[0.9990701,0.00008483687,0.00006387148,0.0002700778,0.0003319858,0.0001792325],"domain_scores_gemma":[0.9948724,0.00230431,0.001126723,0.0007350252,0.0005145801,0.0004469587],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.001782394,0.0002555402,0.03495857,0.0003326328,0.0001117788,0.0005286964,0.0003439322,0.001091458,0.8882819,0.001058488,0.0003489621,0.07090574],"study_design_scores_gemma":[0.0001230115,0.003796143,0.5430164,0.00006095093,0.0002080413,0.005135119,0.0005008759,0.01800402,0.420101,0.005630216,0.003290911,0.0001332967],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"methods","genre_scores_codex":[0.9823857,0.0002158044,0.01496263,0.00006264954,0.00003094938,0.00005673272,0.00007282056,0.0001412277,0.002071507],"genre_scores_gemma":[0.9932221,0.00007254955,0.005816467,0.00006518071,0.00001056867,0.00003123768,0.0000935528,0.00003441605,0.0006539296],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.003292244,"threshold_uncertainty_score":0.01101363,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01204927262348104,"score_gpt":0.2212004183943853,"score_spread":0.2091511457709042,"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."}}