{"id":"W6984951437","doi":"","title":"Preface","year":2022,"lang":"en","type":"other","venue":"eScholarship (California Digital Library)","topic":"Geography Education and Pedagogy","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Excellence; Accountability; Diversity (politics); Inclusion (mineral); Commission; Work (physics)","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001362963,0.0008303975,0.0006716819,0.002386774,0.003213756,0.005080924,0.001402737,0.001506358,0.5364654],"category_scores_gemma":[0.007971122,0.0003589417,0.000579712,0.002029034,0.0007496536,0.003703595,0.002863023,0.00316024,0.3461203],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002540075,"about_ca_system_score_gemma":0.003167124,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004151206,"about_ca_topic_score_gemma":0.005252647,"domain_scores_codex":[0.9988223,0.0001311723,0.00007667845,0.0002103611,0.0006338769,0.0001255674],"domain_scores_gemma":[0.9956496,0.0005902635,0.0001490011,0.0003999716,0.002430907,0.0007803193],"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":[0.00001699017,0.00001811695,0.0000916084,0.00008040018,0.000001012453,0.00003851486,0.0001259688,0.00003493575,0.0001082874,0.004359866,0.9615681,0.03355616],"study_design_scores_gemma":[0.000001711993,0.000008253103,0.0001901049,0.00007134014,5.530057e-7,0.00003369609,0.00009996208,0.00001394285,0.00004031552,0.0009855616,0.998552,0.000002406144],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001286612,0.005081863,0.003353371,0.02275792,0.09027275,0.0004972761,0.007049391,0.001115172,0.8685856],"genre_scores_gemma":[0.004142297,0.002989276,0.001396194,0.004404563,0.01036899,0.0002216483,0.00473024,0.0005217816,0.971225],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.5364654,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02163736726086224,"score_gpt":0.2742795580775981,"score_spread":0.2526421908167358,"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."}}