{"id":"W2946732051","doi":"","title":"A Path Analysis of Early Childhood Education Student Teachers’ Thinking to Prospective Computer Integrated Education","year":2012,"lang":"en","type":"article","venue":"Early childhood education","topic":"Education and Learning Interventions","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Path analysis (statistics); Early childhood education; Mathematics education; Psychology; Path (computing); Pedagogy; Sociology; Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0007900954,0.0003445287,0.000414195,0.001549803,0.0003281755,0.0004560161,0.001051689,0.0001415169,0.0001367022],"category_scores_gemma":[0.0001567853,0.000349647,0.0003374455,0.003667379,0.0000412617,0.001451764,0.0001763533,0.0004607569,0.000194212],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004931729,"about_ca_system_score_gemma":0.003388741,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001157732,"about_ca_topic_score_gemma":0.00003406783,"domain_scores_codex":[0.9971142,0.0003719308,0.0007394557,0.0006840921,0.0006174792,0.0004728592],"domain_scores_gemma":[0.9971769,0.00008158046,0.0005731869,0.001007403,0.0007497814,0.0004111499],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.000001695861,0.007928627,0.4117793,0.000006274921,0.0004377945,2.736262e-8,0.4731117,0.00006421353,0.00003586099,0.01573915,0.00309856,0.08779685],"study_design_scores_gemma":[0.0001541213,0.0002414331,0.9899701,0.0002237074,0.0003166219,0.00000479268,0.006893005,0.00002509212,0.00008784941,0.0005457386,0.001183895,0.0003536407],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9587572,0.0004295572,0.03239743,0.001318784,0.004164823,0.001040555,0.00000612467,0.0002134963,0.001672023],"genre_scores_gemma":[0.9586381,0.000006642459,0.03785865,0.001047439,0.0008177384,0.0003535431,0.0001632468,0.00003327117,0.001081326],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5781909,"threshold_uncertainty_score":0.9998956,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00912780537021696,"score_gpt":0.2868628917257213,"score_spread":0.2777350863555044,"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."}}