{"id":"W4284670383","doi":"10.1080/17437199.2022.2098163","title":"Habits and behavioral complexity – dynamic and distinct constructs","year":2022,"lang":"en","type":"review","venue":"Health Psychology Review","topic":"Behavioral Health and Interventions","field":"Psychology","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Victoria","funders":"","keywords":"Image (mathematics); Psychology; Social psychology; Computer science; Artificial intelligence","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00153711,0.00074973,0.004135983,0.0002713872,0.0005992103,0.00002028502,0.0004297559,0.0004498123,0.01073769],"category_scores_gemma":[0.00003731612,0.0006791805,0.0004903889,0.0005404023,0.0008342942,0.00005948431,0.0002671467,0.001914116,0.0003180177],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002010677,"about_ca_system_score_gemma":0.0003535842,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001910491,"about_ca_topic_score_gemma":0.0002328722,"domain_scores_codex":[0.9920545,0.002959715,0.002305687,0.001436549,0.0002006648,0.001042875],"domain_scores_gemma":[0.9964386,0.0001961651,0.001435868,0.001132786,0.00004089729,0.0007557386],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000005834892,0.000283822,0.00009644249,0.06064393,0.00003680878,0.00003439475,0.00003823822,4.335057e-11,8.089572e-10,0.0008689265,0.03041763,0.907574],"study_design_scores_gemma":[0.0004022948,0.0009251797,0.002411547,0.02987624,0.000654244,0.003215324,0.00001017631,6.751168e-8,6.385358e-11,0.00006466405,0.9620054,0.0004349145],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00002924495,0.9881663,0.000006537459,0.002662712,0.002504923,0.00385934,0.0009120829,0.0001244038,0.001734407],"genre_scores_gemma":[0.000005509767,0.9864114,0.000241618,0.009994396,0.0000629045,0.001624629,0.0009398614,0.0001011907,0.000618525],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9315877,"threshold_uncertainty_score":0.999566,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4440312859372075,"score_gpt":0.6028460541494015,"score_spread":0.158814768212194,"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."}}