{"id":"W2905973569","doi":"10.1002/rrq.240","title":"Preservice Teacher Knowledge, Print Exposure, and Planning for Instruction","year":2018,"lang":"en","type":"article","venue":"Reading Research Quarterly","topic":"Reading and Literacy Development","field":"Psychology","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"Concordia University","funders":"","keywords":"Psychology; Reading (process); Mathematics education; Knowledge level; Lesson plan; Relation (database); Language arts; Literacy; Plan (archaeology); Pedagogy; Developmental psychology; Computer science; 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":[0.000731685,0.000129627,0.0001779437,0.0007268864,0.0003140817,0.0009255547,0.000300649,0.0003314612,0.003795249],"category_scores_gemma":[0.009305628,0.0001880241,0.0001531676,0.0003757494,0.0005220636,0.0004151644,0.0005728746,0.0005651878,0.0003073976],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003030578,"about_ca_system_score_gemma":0.0003445502,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002052762,"about_ca_topic_score_gemma":0.003647725,"domain_scores_codex":[0.9995,0.0001206775,0.0000465275,0.00007219065,0.0001817828,0.00007879558],"domain_scores_gemma":[0.9865249,0.006732973,0.004462446,0.0005584051,0.0007199194,0.001001292],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006486732,0.0005649027,0.9738995,0.00003888676,0.00002349606,0.0002500192,0.003531351,0.0001504344,0.001318986,0.00009230847,0.0001121921,0.01995303],"study_design_scores_gemma":[0.000003777543,0.0002364334,0.9963523,0.00002310795,0.00001310024,0.0002598829,0.002110507,0.0001379316,0.0004587934,0.0001201925,0.0002799017,0.000004008087],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9990292,0.0000918262,0.00005848931,0.00001761639,6.571829e-7,0.000003371494,0.00001107388,0.000002492966,0.0007853244],"genre_scores_gemma":[0.9995341,0.0000767702,0.00008412972,0.000007263408,0.000001545568,0.000003239815,0.00001783235,7.094918e-7,0.0002743608],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003795249,"threshold_uncertainty_score":0.01269633,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08768900833088598,"score_gpt":0.4391027739527477,"score_spread":0.3514137656218617,"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."}}