{"id":"W4395056109","doi":"10.33424/futurum489","title":"Navigating the maze of reading comprehension for first grade learners","year":2024,"lang":"en","type":"article","venue":"","topic":"Reading and Literacy Development","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Social Sciences and Humanities Research Council of Canada","keywords":"Reading comprehension; Reading (process); Comprehension; Psychology; Mathematics education; Computer science; Linguistics; Programming language; Philosophy","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001088306,0.0007322888,0.0003647422,0.001140463,0.00141819,0.0024257,0.0006232252,0.0007727351,0.003359275],"category_scores_gemma":[0.005090252,0.0002144892,0.0003093026,0.0006593124,0.0006261894,0.001662853,0.001098473,0.001316583,0.0006540437],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004248023,"about_ca_system_score_gemma":0.0052073,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.3048733,"about_ca_topic_score_gemma":0.5683889,"domain_scores_codex":[0.9994283,0.0001196057,0.0000233826,0.00006266763,0.0002092183,0.0001568499],"domain_scores_gemma":[0.9967146,0.0008561121,0.0003517056,0.0001575508,0.001329713,0.0005903741],"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":[0.0002968831,0.002211376,0.3796284,0.0003414239,0.00006001438,0.001375186,0.07592002,0.001641793,0.006426976,0.003048679,0.0199467,0.5091025],"study_design_scores_gemma":[0.00004772437,0.002845334,0.8636924,0.0004513439,0.00005899882,0.00113863,0.055892,0.006099338,0.01333045,0.004270489,0.05196701,0.0002063873],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.985152,0.0002511413,0.001306726,0.0006308069,0.00001415434,0.00009867163,0.0003974211,0.0001759385,0.01197309],"genre_scores_gemma":[0.9794229,0.0002864629,0.004996521,0.00008307021,0.000003480567,0.00009414642,0.000567894,0.00002340182,0.01452213],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3048733,"threshold_uncertainty_score":0.6061974,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04190001146793558,"score_gpt":0.3679566008741104,"score_spread":0.3260565894061748,"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."}}