{"id":"W4230769869","doi":"10.31234/osf.io/r2q3u","title":"MAPLE: A Multilingual Approach to Parent Language Estimates","year":2018,"lang":"en","type":"preprint","venue":"","topic":"Language Development and Disorders","field":"Psychology","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"Concordia University","funders":"","keywords":"Context (archaeology); Socioeconomic status; Computer science; Maple; Diversity (politics); Task (project management); Psychology; Sample (material); Quality (philosophy); Sociology; Geography; Biology; Demography","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":[0.02215406,0.000955279,0.0008414672,0.004354393,0.001300015,0.002850574,0.002055238,0.0008074932,0.009900578],"category_scores_gemma":[0.1055915,0.0008369795,0.0006468648,0.00385977,0.0006312852,0.002567244,0.006490295,0.001514913,0.001729683],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001200212,"about_ca_system_score_gemma":0.00189626,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005429343,"about_ca_topic_score_gemma":0.01261292,"domain_scores_codex":[0.9745123,0.0194355,0.001268369,0.002099634,0.002351454,0.000332732],"domain_scores_gemma":[0.9162647,0.05694501,0.007373776,0.009622199,0.0091957,0.0005985471],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0009774149,0.0003840149,0.08561493,0.002732548,0.0009059836,0.0009035059,0.06096792,0.005316612,0.008734478,0.03336607,0.02192099,0.7781757],"study_design_scores_gemma":[0.0003535277,0.001313899,0.35317,0.002561071,0.001183399,0.00248834,0.04257243,0.09130934,0.03524728,0.1099561,0.3589788,0.0008659159],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.05461471,0.0005111739,0.9191852,0.0008566647,0.0001226585,0.002039063,0.006681702,0.00231416,0.01367469],"genre_scores_gemma":[0.2131541,0.0005057804,0.7669811,0.0003123079,0.0000774784,0.01118063,0.00239494,0.0008374692,0.004556141],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.02215406,"threshold_uncertainty_score":0.1171633,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0432198250296129,"score_gpt":0.3650360118558962,"score_spread":0.3218161868262833,"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."}}