{"id":"W3133798424","doi":"10.1177/0265659021995545","title":"Examining the validity of three methods of measuring pre-readers’ knowledge of storybook events","year":2021,"lang":"en","type":"article","venue":"Child Language Teaching and Therapy","topic":"Reading and Literacy Development","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Brock University; Western University","funders":"","keywords":"Comprehension; Psychology; Narrative; Developmental psychology; Intervention (counseling); Listening comprehension; Event (particle physics); Cognitive psychology; Active listening; Linguistics; Communication","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":[],"consensus_categories":[],"category_scores_codex":[0.002594473,0.0001384715,0.0003331238,0.00007346223,0.0001199212,0.000006925921,0.0001840267,0.00006935727,0.000099517],"category_scores_gemma":[0.0001559291,0.00009683388,0.00008577869,0.00008721059,0.00007963474,0.00003796495,0.00004790865,0.0003578991,8.669592e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000120593,"about_ca_system_score_gemma":0.00003266468,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002058688,"about_ca_topic_score_gemma":0.00001139275,"domain_scores_codex":[0.9978782,0.001264447,0.000347833,0.0002300476,0.0001191145,0.0001603476],"domain_scores_gemma":[0.9985998,0.0006599963,0.0002243849,0.0004345748,0.00004522244,0.00003601963],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0000564285,0.0002920191,0.02950871,0.00008353197,0.0003811312,0.000003425329,0.4281643,0.000003453525,0.01286484,0.000836051,0.00005622949,0.5277499],"study_design_scores_gemma":[0.003181746,0.0003759496,0.8566487,0.001196551,0.0001156773,0.0001031069,0.04311295,0.0000602031,0.08646632,0.0006912509,0.007568717,0.0004788098],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9661523,0.01752562,0.003446938,0.00004469959,0.0002862135,0.000126347,0.000005948622,0.00002330607,0.01238859],"genre_scores_gemma":[0.9942335,0.00008424126,0.004680474,0.00004818822,0.00007225622,0.000008859873,0.000005697453,0.00001962843,0.0008471881],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.82714,"threshold_uncertainty_score":0.3948771,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09536269460144073,"score_gpt":0.3764052852694941,"score_spread":0.2810425906680534,"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."}}