{"id":"W4415673950","doi":"10.2139/ssrn.5661010","title":"The Cognitive Resonance & Alignment (CR&A) Framework","year":2025,"lang":"","type":"preprint","venue":"SSRN Electronic Journal","topic":"Human-Automation Interaction and Safety","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Glycemic Index Laboratories","funders":"","keywords":"Metric (unit); Cognition; Process (computing); Task (project management); Key (lock); Synchronization (alternating current); Cognitive architecture; Index (typography)","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":[0.001714501,0.0009722321,0.0006025714,0.001421769,0.0009788922,0.002505841,0.002799862,0.001617071,0.01225851],"category_scores_gemma":[0.005544792,0.0004054704,0.0008733739,0.001304907,0.002594574,0.003450484,0.003195283,0.001628109,0.002899912],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007914177,"about_ca_system_score_gemma":0.001575567,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003625759,"about_ca_topic_score_gemma":0.002863005,"domain_scores_codex":[0.9985072,0.0005775673,0.00005244729,0.0003248903,0.0003932283,0.0001444983],"domain_scores_gemma":[0.9981812,0.0007514236,0.00021018,0.0003464562,0.0003417087,0.0001690005],"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":[0.00007882568,0.00007821375,0.0002382519,0.0001621184,0.00004342089,0.0001145986,0.0003043414,0.01211293,0.003408475,0.844896,0.003679708,0.1348831],"study_design_scores_gemma":[0.00002842021,0.00006499226,0.0003750794,0.00003897571,0.00002936418,0.000154692,0.0001280226,0.117725,0.002045751,0.8655952,0.01377548,0.00003885179],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.002173516,0.000231759,0.9823213,0.0003931805,0.00005740493,0.00003927364,0.00006038183,0.000478122,0.01424506],"genre_scores_gemma":[0.2459554,0.0004188119,0.7424653,0.0003655254,0.000268488,0.0002456493,0.0001953171,0.0002919713,0.009793505],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.01225851,"threshold_uncertainty_score":0.04100877,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03487178574024147,"score_gpt":0.3812480293998127,"score_spread":0.3463762436595712,"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."}}