{"id":"W3013167355","doi":"10.1017/cem.2019.494","title":"Cause and effect: A universal nonlinearity principle","year":2020,"lang":"en","type":"article","venue":"Canadian Journal of Emergency Medicine","topic":"Reservoir Engineering and Simulation Methods","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Saint John Regional Hospital; Dalhousie University","funders":"","keywords":"Medicine; Content (measure theory); Action (physics); Mathematics; Mathematical analysis","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":[0.0002566095,0.00009460611,0.0002028857,0.0001146507,0.00003272763,0.000003023217,0.00009876792,0.00004472359,0.0005116952],"category_scores_gemma":[0.0004705281,0.0000798203,0.00003314572,0.0002152951,0.00002458989,0.00007669638,0.000004057801,0.0002265326,0.000002348818],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003598817,"about_ca_system_score_gemma":0.00006918165,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002492328,"about_ca_topic_score_gemma":0.0004340725,"domain_scores_codex":[0.999387,0.00003120673,0.0002715855,0.00005764603,0.0001004748,0.0001520637],"domain_scores_gemma":[0.9989323,0.00004157463,0.00003510723,0.00006768113,0.00007041292,0.0008529167],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00003307648,0.000003630026,0.05406957,0.0004611505,0.0002525915,0.0004047374,0.003777544,0.9097192,0.00329746,0.0003444806,0.02589466,0.001741911],"study_design_scores_gemma":[0.002383967,0.0009019976,0.01479168,0.0001754957,0.0001698742,0.00003971521,0.0001907451,0.5779582,0.0004025012,0.00008794786,0.4025296,0.0003683123],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9749762,0.002947526,0.01655295,0.001393447,0.002758911,0.00007256732,0.000006231056,0.00003084742,0.001261361],"genre_scores_gemma":[0.9978327,0.0002591563,0.0009579578,0.00002965278,0.00083003,3.144117e-7,0.00000181363,0.00001879478,0.00006953997],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3766349,"threshold_uncertainty_score":0.5602704,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06783891192993358,"score_gpt":0.3285730557346844,"score_spread":0.2607341438047508,"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."}}