{"id":"W2905696052","doi":"","title":"A Study of Parent Education Concept Mapping of Pre-Service Teachers and In-Service Teachers for Young Children","year":2014,"lang":"en","type":"article","venue":"Early childhood education","topic":"Psychosocial Factors Impacting Youth","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Service (business); Psychology; Pedagogy; Mathematics education; Business; Marketing","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003945169,0.0003391922,0.0005109191,0.001125546,0.00448589,0.003073303,0.0008358529,0.0005654166,0.002081702],"category_scores_gemma":[0.01446455,0.0005051844,0.0003062387,0.001123821,0.001508026,0.0015265,0.001854449,0.002048847,0.0003013915],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00256991,"about_ca_system_score_gemma":0.004627297,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03394449,"about_ca_topic_score_gemma":0.0620272,"domain_scores_codex":[0.9986019,0.0007182328,0.00006911467,0.0001246136,0.0001675025,0.0003186268],"domain_scores_gemma":[0.9935448,0.003160345,0.0007830986,0.0004448601,0.001233328,0.000833558],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.0001621267,0.001477224,0.1930434,0.00005085314,0.000007955549,0.0005833285,0.7900332,0.00003966623,0.0008580673,0.0004037906,0.0002413555,0.01309895],"study_design_scores_gemma":[0.00002867226,0.0005910628,0.1962554,0.00003495128,0.00001166124,0.0004724537,0.7995028,0.0001164533,0.0006043559,0.0001566869,0.002211103,0.00001439193],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9993441,0.00003193884,0.00007775998,0.00002408483,0.000002897052,0.00002716979,0.00001066044,0.000001670288,0.0004798895],"genre_scores_gemma":[0.9983321,0.00008474373,0.0002967535,0.0000325977,0.000001915106,0.00007431761,0.00003451949,0.000004395753,0.001138728],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03394449,"threshold_uncertainty_score":0.0674938,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02342043202860196,"score_gpt":0.3194122874011004,"score_spread":0.2959918553724984,"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."}}