{"id":"W3158386961","doi":"10.1002/rrq.406","title":"What Matters Most? Toward a Robust and Socially Just Science of Reading","year":2021,"lang":"en","type":"article","venue":"Reading Research Quarterly","topic":"Reading and Literacy Development","field":"Psychology","cited_by":65,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Reading (process); Reading motivation; Literacy; Focus (optics); Nature versus nurture; Psychology; Reading comprehension; Pedagogy; Mathematics education; Linguistics; Sociology","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":[0.003796624,0.0001888494,0.0003541798,0.0006650927,0.0004587267,0.0007880991,0.0004531596,0.000121779,0.000308788],"category_scores_gemma":[0.0002446623,0.0001876486,0.0000614459,0.001640803,0.0008821022,0.0008140588,0.0001164947,0.0005059726,0.0001419358],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002361305,"about_ca_system_score_gemma":0.0009004746,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003037152,"about_ca_topic_score_gemma":0.00001518206,"domain_scores_codex":[0.996217,0.0004032118,0.0004752719,0.0008057035,0.001050759,0.001048092],"domain_scores_gemma":[0.997663,0.0006191527,0.0001109177,0.0005524681,0.0007394261,0.0003150223],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.0002159957,0.0004437226,0.006164748,0.0005431509,0.0002837446,0.0008771715,0.3448638,0.000007678218,0.1480042,0.08201858,0.03088446,0.3856927],"study_design_scores_gemma":[0.005650868,0.003692047,0.1241202,0.007380385,0.0001450156,0.001596893,0.7477282,0.0009242158,0.0459445,0.02423578,0.03575664,0.002825157],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9705489,0.0008992433,0.0003210766,0.008998389,0.00141411,0.000337431,0.000009760633,0.00008238161,0.01738873],"genre_scores_gemma":[0.987353,0.0001621282,0.002754674,0.0002586413,0.000156784,0.00004858847,0.0000124902,0.00003905179,0.009214658],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4028644,"threshold_uncertainty_score":0.7652086,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09650224216147076,"score_gpt":0.4100861520123437,"score_spread":0.313583909850873,"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."}}