{"id":"W7020541511","doi":"","title":"Letâs Face ItâComplex Traits Are Just Not That Simple","year":2014,"lang":"en","type":"article","venue":"eScholarship (California Digital Library)","topic":"Education and Teacher Training","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"Natural Sciences and Engineering Research Council of Canada; National Institutes of Health","keywords":"Simple (philosophy); Face (sociological concept); Feature (linguistics); Matching (statistics); Identification (biology)","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","scholarly_communication","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.000550399,0.0002679889,0.0002832009,0.0001286982,0.0006943212,0.002136125,0.0007324275,0.0001932877,0.002099068],"category_scores_gemma":[0.000836185,0.0002673438,0.000179754,0.0004603858,0.0002675976,0.003602935,0.0001146661,0.0004875351,0.002957716],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005083327,"about_ca_system_score_gemma":0.0001866134,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002633499,"about_ca_topic_score_gemma":0.00004147109,"domain_scores_codex":[0.9975801,0.0003050579,0.0003249816,0.0004794396,0.0006164471,0.0006940096],"domain_scores_gemma":[0.9985285,0.0003849156,0.0001881792,0.0002840754,0.00004007468,0.0005741883],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00006267439,0.0005999752,0.721661,0.0000907825,0.00008355196,0.00001173546,0.01132124,0.00001354259,0.0001155916,0.1227203,0.05143211,0.09188752],"study_design_scores_gemma":[0.0003254287,0.00002240549,0.06081155,0.00003625169,0.00001005949,0.000001488809,0.006288567,0.00002309831,0.0002650522,0.005861644,0.9259674,0.0003870381],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6569214,0.00006580372,0.0005803561,0.01523247,0.0003265828,0.0003484037,0.0008479426,0.0009985509,0.3246785],"genre_scores_gemma":[0.989222,0.000007195154,0.0004206772,0.003783374,0.0006132092,0.00001860053,0.0002745927,0.00006528384,0.005595066],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8745353,"threshold_uncertainty_score":0.9999779,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08393845199186893,"score_gpt":0.2979217427982978,"score_spread":0.2139832908064288,"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."}}