{"id":"W2112204705","doi":"10.2190/em.32.1f","title":"Measuring Reading Behavior: Examining the Predictive Validity of Print-Exposure Checklists","year":2014,"lang":"en","type":"article","venue":"Empirical Studies of the Arts","topic":"Technology Adoption and User Behaviour","field":"Decision Sciences","cited_by":21,"is_retracted":false,"has_abstract":true,"ca_institutions":"York University","funders":"","keywords":"Checklist; Reading (process); Psychology; Association (psychology); Predictive validity; Task (project management); Social psychology; Applied psychology; Developmental psychology; Cognitive psychology","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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.003824731,0.00014153,0.0004028198,0.00007814381,0.0003815744,0.00002186424,0.001150086,0.00009604209,0.00002107713],"category_scores_gemma":[0.008790784,0.00006745627,0.0001696492,0.0004575982,0.0007467058,0.00009963768,0.0009740187,0.0002798101,0.00001397898],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004099994,"about_ca_system_score_gemma":0.00001938323,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000008430246,"about_ca_topic_score_gemma":0.00002271823,"domain_scores_codex":[0.9973295,0.0004303647,0.0006595943,0.000328685,0.001037433,0.000214421],"domain_scores_gemma":[0.9964992,0.001583594,0.00050633,0.0009530911,0.0004160515,0.00004168095],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001458586,0.00008103856,0.9881331,0.000004054177,0.00003395548,6.308642e-7,0.002230945,0.00004356225,0.0005977256,0.0002848598,0.002461279,0.006114264],"study_design_scores_gemma":[0.0001839868,0.0001178936,0.9857997,0.00003853944,0.00005888192,0.000004372864,0.001940248,0.00004171015,0.005855884,0.00299957,0.002884959,0.0000742092],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9953263,0.0001566827,0.0003348753,0.002480442,0.0004800435,0.0002160924,0.00000555656,0.00004851742,0.0009514938],"genre_scores_gemma":[0.9992833,0.00001413765,0.0002364275,0.0001334536,0.00004779231,0.00002438243,1.499389e-7,0.000007464143,0.0002529073],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006040054,"threshold_uncertainty_score":0.9995586,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4492729157801688,"score_gpt":0.4377095282541894,"score_spread":0.01156338752597941,"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."}}