{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002059242,0.0004614242,0.0007897128,0.002601,0.0005116391,0.003356955,0.001006917,0.001427552,0.00292049],"category_scores_gemma":[0.002981421,0.0003646606,0.0007674595,0.002940808,0.009141588,0.003500557,0.002416849,0.003039904,0.000366364],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002578822,"about_ca_system_score_gemma":0.002918054,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006409873,"about_ca_topic_score_gemma":0.006060095,"domain_scores_codex":[0.9981163,0.0008047704,0.000164066,0.0002650298,0.0005239673,0.0001258431],"domain_scores_gemma":[0.9966804,0.00197359,0.000693717,0.0001586372,0.0002798689,0.0002137235],"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":[0.0001056351,0.0002638916,0.008140214,0.01553943,0.0005196609,0.0001653568,0.007798361,0.0005021005,0.0004950347,0.2383382,0.01112606,0.717006],"study_design_scores_gemma":[0.00008955603,0.0003332968,0.1446216,0.02865113,0.0006097332,0.001802994,0.007361116,0.0006356996,0.000550852,0.2569326,0.5582116,0.0001997656],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.01044521,0.9473668,0.003341099,0.01257024,0.0005806058,0.00007066775,0.00007787757,0.00005143252,0.02549599],"genre_scores_gemma":[0.1697979,0.8157057,0.003217426,0.00622318,0.001068024,0.0001970672,0.000170764,0.00002956584,0.003590465],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.006409873,"threshold_uncertainty_score":0.01871079,"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."}}