{"id":"W3111514242","doi":"10.23889/ijpds.v5i5.1469","title":"Do Predictors of Children’s Special Educational Needs in Grade 3 Differ by Special Needs Status in Kindergarten in Ontario, Canada?","year":2020,"lang":"en","type":"article","venue":"International Journal for Population Data Science","topic":"Infant Development and Preterm Care","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Odds ratio; Confidence interval; Checklist; Demographics; Logistic regression; Psychology; Cohort; Developmental psychology; Medicine; Demography","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.000534501,0.0003450947,0.0003439844,0.0008876692,0.002108439,0.001084375,0.001335739,0.0003786666,0.002653446],"category_scores_gemma":[0.001618649,0.0003766011,0.0006183453,0.002092879,0.0007894803,0.000412415,0.0009932677,0.000684685,0.0002319472],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02161556,"about_ca_system_score_gemma":0.0282893,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9955664,"about_ca_topic_score_gemma":0.9981506,"domain_scores_codex":[0.9991818,0.00004305126,0.00004080651,0.0001335307,0.0001916542,0.0004090527],"domain_scores_gemma":[0.9976675,0.000112898,0.0007106393,0.0000638373,0.0007996732,0.0006454168],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001937304,0.000008687277,0.9974011,0.00001488275,0.00001170236,0.00004783871,0.0005808311,0.00003061405,0.00005423395,0.00003830952,0.0004444392,0.001348025],"study_design_scores_gemma":[0.000001408137,0.000005410157,0.998343,0.00002233155,0.000006106668,0.00001662942,0.00124038,0.00005186229,0.00001589277,0.000008741652,0.0002853808,0.000002898666],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9953281,0.0004901159,0.00005163545,0.0004517565,0.00001028249,0.00001691514,0.002012196,0.000007912303,0.001631141],"genre_scores_gemma":[0.9972948,0.0004496475,0.00008238497,0.00005769807,0.000003564498,0.00001493172,0.001095057,0.000003258985,0.0009986371],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02161556,"threshold_uncertainty_score":0.1568326,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02780256686460461,"score_gpt":0.2952576435884355,"score_spread":0.2674550767238308,"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."}}