{"id":"W4220918654","doi":"10.1136/archdischild-2022-ichgc.1","title":"I Early child development: Silent emergency or unique opportunity?","year":2022,"lang":"en","type":"article","venue":"Abstracts","topic":"Early Childhood Education and Development","field":"Social Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Education and Early Childhood Development","funders":"","keywords":"Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"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":[0.002787591,0.0005737634,0.0007656989,0.0008829454,0.003369194,0.007286328,0.001737818,0.004909441,0.01467216],"category_scores_gemma":[0.01121052,0.0003589227,0.0004843862,0.0009599682,0.01241523,0.00957719,0.007651223,0.009596563,0.003203915],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003881834,"about_ca_system_score_gemma":0.005785867,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006130963,"about_ca_topic_score_gemma":0.01070032,"domain_scores_codex":[0.9971724,0.00107858,0.0001438678,0.0003758543,0.0005336718,0.0006956944],"domain_scores_gemma":[0.9959372,0.001872869,0.0004032261,0.0002566791,0.0006139182,0.0009160908],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001305953,0.00006634108,0.006011361,0.002338348,0.00004291619,0.002998374,0.02315401,0.00009048902,0.000600164,0.2521922,0.4780777,0.2342975],"study_design_scores_gemma":[0.000006896299,0.00006414423,0.003381195,0.003802706,0.00002006146,0.002408922,0.02852478,0.00002489715,0.0002624383,0.05349307,0.9079772,0.00003373687],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.006224027,0.1673479,0.001684478,0.7219858,0.03347107,0.00004365475,0.0003313232,0.00009742323,0.06881426],"genre_scores_gemma":[0.2290376,0.3742063,0.003732761,0.3059644,0.04497124,0.0002691486,0.000500821,0.0002355344,0.04108214],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01467216,"threshold_uncertainty_score":0.04908329,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04098512285707608,"score_gpt":0.3086448632068214,"score_spread":0.2676597403497453,"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."}}