{"id":"W3036813536","doi":"10.15252/embr.202050738","title":"Parenting researchers—an invisible divide","year":2020,"lang":"en","type":"article","venue":"EMBO Reports","topic":"Child Development and Digital Technology","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Lethbridge","funders":"","keywords":"Library science; Political science; Chemistry; Engineering; 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":[],"consensus_categories":[],"category_scores_codex":[0.0006291828,0.00006250902,0.0001059871,0.00004548696,0.0002860829,0.0001376704,0.0001610321,0.00007765966,0.0002827286],"category_scores_gemma":[0.001766163,0.0000627627,0.00003552572,0.0003920815,0.0001307521,0.000342512,0.0001344217,0.0001313439,0.00005689908],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003388036,"about_ca_system_score_gemma":0.0002172202,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003445462,"about_ca_topic_score_gemma":0.0003974003,"domain_scores_codex":[0.9987554,0.00005062495,0.0002174721,0.0002734574,0.0003921784,0.0003108657],"domain_scores_gemma":[0.9994301,0.00003997793,0.00008636432,0.0001609467,0.0000536784,0.0002289977],"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":[0.00001672114,0.0001162866,0.7414732,0.00002281019,0.00003928611,0.001865589,0.03784371,0.000005166903,0.0004831535,0.04072747,0.05862124,0.1187854],"study_design_scores_gemma":[0.00009737493,0.00005041384,0.01752402,0.00001515289,0.000004368193,0.00001215644,0.003804986,0.00001211994,0.00102037,0.03759554,0.9396293,0.0002342098],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6519869,0.00008279676,0.00009182817,0.01067159,0.0001672382,0.0001470706,4.339332e-7,0.0003958296,0.3364563],"genre_scores_gemma":[0.9972801,0.00001491848,0.0002674639,0.0005898724,0.0002204288,0.000005847518,0.000007948143,0.000008273746,0.001605179],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.881008,"threshold_uncertainty_score":0.309568,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1391616302695225,"score_gpt":0.3695706804900978,"score_spread":0.2304090502205753,"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."}}