{"id":"W2795164487","doi":"10.1159/000486750","title":"Developmental <b><i>g:</i></b> Lost in the Construct Jungle","year":2018,"lang":"en","type":"article","venue":"Human Development","topic":"Autism Spectrum Disorder Research","field":"Neuroscience","cited_by":4,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Victoria","funders":"","keywords":"Jungle; Construct (python library); Psychology; Sociology; Biology; Ecology; 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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001701895,0.0009451696,0.0007617904,0.0008407315,0.001999849,0.0005505942,0.002882923,0.0003184549,0.004947771],"category_scores_gemma":[0.0004382893,0.0008245063,0.0001722343,0.001778445,0.001833106,0.0005432124,0.001510186,0.0007851456,0.007132061],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001254234,"about_ca_system_score_gemma":0.001708123,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001463932,"about_ca_topic_score_gemma":0.002586636,"domain_scores_codex":[0.9907843,0.0006581646,0.001472416,0.001951512,0.002724395,0.002409187],"domain_scores_gemma":[0.9976135,0.0004247459,0.0003796714,0.001025253,0.0001109613,0.0004458284],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002171902,0.001499389,0.005663895,0.0001805992,0.0001310653,0.000840384,0.03063055,0.000006978746,0.6949607,0.1957274,0.05386088,0.01628096],"study_design_scores_gemma":[0.004127904,0.000460417,0.2144407,0.0002778761,0.0000274382,0.0004171183,0.000342974,0.00009558168,0.1615659,0.005812658,0.6103267,0.002104678],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8888897,0.000306958,0.0001108319,0.001881946,0.0004986929,0.001818975,0.0000264041,0.0002598102,0.1062066],"genre_scores_gemma":[0.9863131,0.0001035123,0.002430386,0.001553625,0.0002000772,0.000235926,0.00003717224,0.0001509933,0.008975207],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5564658,"threshold_uncertainty_score":0.9994206,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04200190522742261,"score_gpt":0.2914285181949776,"score_spread":0.249426612967555,"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."}}