{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002073267,0.0001516536,0.0001845018,0.0003938413,0.0004332979,0.000183918,0.0002395907,0.000146273,0.0001515614],"category_scores_gemma":[0.0001379535,0.0001380734,0.00003717951,0.0003177973,0.000188134,0.0001833315,0.00004460026,0.0003538947,0.0002689486],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009708666,"about_ca_system_score_gemma":0.00005873319,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001424741,"about_ca_topic_score_gemma":0.00001745171,"domain_scores_codex":[0.99792,0.0003061336,0.0002928536,0.0005369089,0.0002576662,0.0006864698],"domain_scores_gemma":[0.9985014,0.0004112379,0.0000569917,0.0003926639,0.0004519803,0.000185778],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0007940799,0.0002486697,0.03188877,0.00022858,0.0002074977,0.00001728797,0.2119778,2.89312e-7,0.002709523,0.012324,0.03187257,0.7077309],"study_design_scores_gemma":[0.004988617,0.008977447,0.3665583,0.0009374119,0.00003538275,0.00019878,0.03378955,0.001209034,0.001739753,0.01297826,0.5676305,0.0009569156],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9446777,0.000340427,0.0008492718,0.0001546053,0.000737862,0.0005274936,0.0000037898,0.0001029277,0.0526059],"genre_scores_gemma":[0.9781987,0.000002801557,0.001631093,0.00001753805,0.001072214,0.0002906344,0.000009766247,0.0000369509,0.01874032],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.706774,"threshold_uncertainty_score":0.5630472,"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."}}