{"id":"W4319788413","doi":"10.1177/87568705221150514","title":"Preparing Early Childhood Educators/Interventionists: Scoping Review Insights Into the Characteristics of Rural Practice","year":2023,"lang":"en","type":"article","venue":"Rural Special Education Quarterly","topic":"Family and Disability Support Research","field":"Psychology","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"NorQuest College; University of British Columbia","funders":"University of British Columbia","keywords":"Outreach; Early childhood education; Early childhood; Equity (law); Multidisciplinary approach; Psychology; Medical education; Political science; Pedagogy; Medicine; Sociology; Developmental psychology; Social science","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0007754005,0.0001942832,0.0003412459,0.0001508869,0.0003009262,0.0001272255,0.0004472233,0.00009533316,0.001898564],"category_scores_gemma":[0.0004119537,0.0001590087,0.0002228342,0.0008003276,0.0002024278,0.0004611393,0.00004741762,0.000316102,0.001800618],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001137536,"about_ca_system_score_gemma":0.0006653239,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002320552,"about_ca_topic_score_gemma":0.0002506594,"domain_scores_codex":[0.9975732,0.0004947208,0.0008696061,0.0002647475,0.0004301237,0.0003676307],"domain_scores_gemma":[0.9980754,0.0003891636,0.0004067691,0.000689097,0.0002974186,0.0001421566],"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":[0.0001064214,0.001604801,0.005931453,0.001663578,0.0001322946,0.000002087417,0.1881493,8.725603e-8,0.00008054459,0.01132172,0.05144596,0.7395617],"study_design_scores_gemma":[0.0004209195,0.0008504988,0.6745553,0.01266781,0.0001406096,0.00002776468,0.2891497,0.000001836112,0.00003510103,0.003058359,0.01866554,0.0004265179],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9652579,0.004091244,0.00001141285,0.004242828,0.003787847,0.001466134,0.000005876701,0.00009001044,0.02104671],"genre_scores_gemma":[0.9935539,0.0006426059,0.00003004353,0.0005368853,0.00299943,0.0003647605,0.0001609637,0.00002648315,0.001684865],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7391352,"threshold_uncertainty_score":0.9990138,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02092410292026452,"score_gpt":0.3873915676571298,"score_spread":0.3664674647368653,"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."}}