{"id":"W2034162610","doi":"10.1002/ejsp.447","title":"The role of amount, cognitive elaboration, and structural consistency of attitude‐relevant knowledge in the formation of attitude certainty","year":2007,"lang":"en","type":"article","venue":"European Journal of Social Psychology","topic":"Social and Intergroup Psychology","field":"Social Sciences","cited_by":81,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University; Saint Mary's University","funders":"Social Sciences and Humanities Research Council of Canada; Canadian Institutes of Health Research","keywords":"Certainty; Elaboration; Psychology; Consistency (knowledge bases); Ambivalence; Attitude; Social psychology; Perception; Cognition; Attitude change; Epistemology","routes":{"ca_aff":true,"ca_fund":true,"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":[0.004619683,0.00008875962,0.0002668801,0.0001066201,0.0002881315,0.00001391619,0.0003570596,0.0000718926,0.00002479761],"category_scores_gemma":[0.0004302568,0.00005852262,0.0001032743,0.000334731,0.001515851,0.0001507689,0.00002642249,0.0002722837,0.000002584112],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002882699,"about_ca_system_score_gemma":0.00006859556,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006176277,"about_ca_topic_score_gemma":0.001047241,"domain_scores_codex":[0.9968504,0.001704081,0.0009066868,0.00009363984,0.0002360453,0.000209149],"domain_scores_gemma":[0.9975734,0.0005613553,0.001050913,0.0000709595,0.0007059444,0.00003742819],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.00193032,0.0005784248,0.05227672,0.00004958914,0.0003052413,0.0000326013,0.5934913,0.000001287015,0.01178308,0.1720897,0.002410865,0.1650509],"study_design_scores_gemma":[0.001366675,0.0005829214,0.8670929,0.00005060031,0.00004705368,0.00002335461,0.1150453,0.000001947695,0.0001555652,0.007075233,0.008468656,0.00008984048],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9325577,0.001188695,0.0001959917,0.001140511,0.0005072986,0.0001484192,0.000007671662,0.000002806691,0.06425087],"genre_scores_gemma":[0.9991713,0.0002540316,0.00004378861,0.0001566769,0.0003437638,5.49215e-7,0.000001288383,0.00000693393,0.00002162898],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8148162,"threshold_uncertainty_score":0.5585215,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02649550832088455,"score_gpt":0.3729662580244416,"score_spread":0.346470749703557,"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."}}