{"id":"W1983505155","doi":"10.1111/j.1541-0064.2012.00431.x","title":"Timely, tasteful, rigorous, and relevant","year":2012,"lang":"en","type":"article","venue":"Canadian Geographies / Géographies canadiennes","topic":"Philippine History and Culture","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Citation; Center (category theory); Library science; Computer science; Geographer; Cartography","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts"],"consensus_categories":["sts"],"category_scores_codex":[0.0006254825,0.0003354361,0.0003227891,0.001662624,0.002579751,0.0001298904,0.0004040675,0.0002748983,0.0004138105],"category_scores_gemma":[0.000187931,0.000346019,0.0001820656,0.00282131,0.002857026,0.0007328474,0.00003679348,0.0002908267,0.00003544899],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001672424,"about_ca_system_score_gemma":0.0002863074,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.727387,"about_ca_topic_score_gemma":0.9951694,"domain_scores_codex":[0.9969945,0.0001843235,0.0002742426,0.0004007977,0.0002977341,0.001848424],"domain_scores_gemma":[0.9964119,0.00008475652,0.00009933495,0.0003652733,0.0001427108,0.002896006],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0000246983,0.00007241052,0.3090377,0.00007465683,0.0002770251,0.00009389797,0.08916117,0.000001382553,0.00006489671,0.4266746,0.1492851,0.02523247],"study_design_scores_gemma":[0.0001475421,0.00003696234,0.04531067,0.00002579169,0.00005589619,0.00002966424,0.02567933,5.120077e-7,0.00000364279,0.001624407,0.9266063,0.0004792969],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8936865,0.02403068,0.000001267517,0.003789329,0.001921952,0.0004727692,0.0001802673,0.0002315589,0.07568568],"genre_scores_gemma":[0.9920884,0.003333343,0.0001188717,0.001114197,0.0006912716,0.00005563404,0.00003874995,0.00003655707,0.002523008],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7773212,"threshold_uncertainty_score":0.9998992,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009815371088650264,"score_gpt":0.2096053892783456,"score_spread":0.1997900181896954,"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."}}