{"id":"W4231421651","doi":"10.24124/2012/bpgub1535","title":"Literacy groupings for reading success","year":2012,"lang":"en","type":"dissertation","venue":"","topic":"Reading and Literacy Development","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary; University of Northern British Columbia","funders":"","keywords":"Fluency; Reading (process); Psychology; Literacy; Nonsense; Mathematics education; Developmental psychology; Pedagogy; Linguistics","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":[0.001333104,0.0003194295,0.0003026575,0.0006840028,0.0003557617,0.0008723871,0.0004010272,0.000330833,0.004649462],"category_scores_gemma":[0.01020871,0.0001238574,0.0003576405,0.0003016597,0.0005124557,0.0006102281,0.0008358486,0.0007030473,0.0004468251],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003621317,"about_ca_system_score_gemma":0.0005362994,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006298888,"about_ca_topic_score_gemma":0.0008307398,"domain_scores_codex":[0.9986445,0.0006250778,0.00009056015,0.0001690383,0.0003276937,0.0001430762],"domain_scores_gemma":[0.9914095,0.004582816,0.00203664,0.000426498,0.0003506332,0.001193902],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.005066527,0.01987356,0.6123688,0.0005044442,0.0002851808,0.001070405,0.007439205,0.001019633,0.02561463,0.003392072,0.002105365,0.3212601],"study_design_scores_gemma":[0.00009962,0.01096748,0.9775956,0.00009456836,0.0001506289,0.000350146,0.001602856,0.0004986438,0.005477061,0.00114623,0.001990022,0.00002719312],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9949884,0.0001230705,0.0002472789,0.0001032881,0.000007585054,0.00004906542,0.00004102229,0.00002382394,0.004416385],"genre_scores_gemma":[0.9984451,0.00004714953,0.0006302291,0.00001564054,0.000004042954,0.00004575169,0.00004672433,0.000005322427,0.0007599931],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004649462,"threshold_uncertainty_score":0.01555401,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02096556746126169,"score_gpt":0.3709287970054844,"score_spread":0.3499632295442227,"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."}}