{"id":"W4381614004","doi":"10.31234/osf.io/u8yn6","title":"IDELA paper","year":2023,"lang":"en","type":"preprint","venue":"","topic":"Early Childhood Education and Development","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carleton University","funders":"British Academy","keywords":"Numeracy; Socioeconomic status; Literacy; Early childhood; Longitudinal study; Psychology; Developmental psychology; Low income; Medicine; Socioeconomics; Environmental health; Sociology; Population","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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001817749,0.0006399457,0.0006848452,0.002328564,0.001950374,0.009963851,0.001406524,0.002515352,0.5957587],"category_scores_gemma":[0.007789731,0.0003621555,0.0005950378,0.002101426,0.001071196,0.003142424,0.004342149,0.002076708,0.3981101],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002311665,"about_ca_system_score_gemma":0.003010113,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002335859,"about_ca_topic_score_gemma":0.002431582,"domain_scores_codex":[0.9981843,0.0002766864,0.0001216346,0.0004895718,0.0006631784,0.000264705],"domain_scores_gemma":[0.9965773,0.0004600286,0.0002074474,0.0008391161,0.001154609,0.0007614148],"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":[0.000112378,0.0001115579,0.001257848,0.0003125565,0.00001476521,0.0002705794,0.0003920427,0.0001013814,0.0008366493,0.04212921,0.8097913,0.1446697],"study_design_scores_gemma":[0.000005239652,0.000009337571,0.0006121726,0.0000856356,0.00000157898,0.00007785767,0.00008313372,0.00002494247,0.0001112051,0.001480964,0.997505,0.000002971573],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.002359392,0.003269636,0.001274256,0.01293447,0.01387915,0.0001972591,0.005423461,0.0006555988,0.9600067],"genre_scores_gemma":[0.01185586,0.001965633,0.0007787207,0.001467464,0.002326116,0.0001142752,0.003906887,0.0003665916,0.9772184],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.4042413,"threshold_uncertainty_score":0.5766011,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08269057081788986,"score_gpt":0.3790194099261056,"score_spread":0.2963288391082157,"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."}}