{"id":"W3124097644","doi":"10.1007/s00422-020-00857-3","title":"Catastrophe theory in work from heartbeats to eye movements","year":2021,"lang":"en","type":"article","venue":"Biological Cybernetics","topic":"Neural dynamics and brain function","field":"Neuroscience","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Heartbeat; Catastrophe theory; Cybernetics; Eye movement; Saccadic masking; Computer science; Action (physics); Key (lock); Zeeman effect; Artificial intelligence; Complex system; Cognitive science; Computer vision; Physics; Psychology; Engineering; Computer security","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":[0.002171203,0.001024468,0.0008469562,0.00175274,0.001283033,0.002960065,0.00112251,0.00280962,0.005302989],"category_scores_gemma":[0.006241904,0.0005394329,0.001040492,0.001021811,0.01056377,0.00674993,0.001973667,0.003542913,0.0007763178],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002029547,"about_ca_system_score_gemma":0.0007756337,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002113204,"about_ca_topic_score_gemma":0.0008697332,"domain_scores_codex":[0.9991905,0.0003687647,0.00005526732,0.0001575782,0.000161912,0.0000660143],"domain_scores_gemma":[0.9973659,0.002041426,0.00008974771,0.0001954327,0.0002160546,0.00009141281],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000005758621,0.000005269341,0.00004403886,0.00004044425,0.0000077216,0.00004356067,0.0003132405,0.001460183,0.00006791916,0.9944795,0.001464191,0.00206819],"study_design_scores_gemma":[0.000007823448,0.000008985585,0.00006444755,0.00002460266,0.000003073808,0.00003508524,0.00004342148,0.00260252,0.0000695949,0.9902153,0.006912598,0.00001253769],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.03364501,0.06602982,0.559334,0.04288016,0.00455169,0.0001453932,0.000244773,0.0006093169,0.2925599],"genre_scores_gemma":[0.847696,0.03159881,0.07666948,0.006113552,0.004601611,0.0004838013,0.0001578705,0.000274099,0.03240472],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.005302989,"threshold_uncertainty_score":0.01774031,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04609804116795869,"score_gpt":0.2695271088635546,"score_spread":0.2234290676955959,"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."}}