{"id":"W6968468446","doi":"10.5281/zenodo.15285601","title":"Systems with Switching Causal Relations: A Meta-Causal Perspective","year":2025,"lang":"en","type":"article","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Quantum Mechanics and Applications","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Artificial Intelligence in Medicine (Canada)","funders":"","keywords":"Perspective (graphical); Action (physics); Causality (physics); Key (lock); Control (management)","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":[0.005342575,0.001055821,0.001385279,0.002840741,0.002134775,0.006419931,0.002876064,0.002726738,0.007836212],"category_scores_gemma":[0.00900774,0.001277731,0.002584822,0.00208255,0.007974124,0.01328782,0.003410819,0.005146255,0.0007292486],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002238908,"about_ca_system_score_gemma":0.001759925,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002277217,"about_ca_topic_score_gemma":0.001834131,"domain_scores_codex":[0.9964697,0.001425168,0.0002856961,0.0007350449,0.0007111853,0.0003732225],"domain_scores_gemma":[0.9893222,0.006048853,0.0007222227,0.002388868,0.0009576578,0.0005602109],"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":[0.0000087765,0.000008996838,0.00007634793,0.00002498636,0.00001475949,0.00004728108,0.0000841129,0.002703109,0.0001613187,0.9953852,0.0001300321,0.001355033],"study_design_scores_gemma":[0.000009943909,0.000007730806,0.00004111755,0.00001199478,0.00001713353,0.00003479803,0.00002800245,0.01486177,0.0001621093,0.9834292,0.001387267,0.000008795292],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01947454,0.001586681,0.9395874,0.002636573,0.0002426959,0.00006579512,0.0003043772,0.0003366061,0.03576538],"genre_scores_gemma":[0.7435486,0.002186229,0.2413318,0.0009330258,0.001071868,0.0002701034,0.0006608135,0.0002319758,0.009765516],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.007836212,"threshold_uncertainty_score":0.02825457,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03127078582521185,"score_gpt":0.2648447120903083,"score_spread":0.2335739262650965,"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."}}