{"id":"W2557484914","doi":"","title":"What if we took a global look","year":2014,"lang":"en","type":"article","venue":"2014 AGU Fall Meeting","topic":"Academic Publishing and Open Access","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University","funders":"","keywords":"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":["metaresearch","scholarly_communication","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.01013894,0.0002370318,0.0004160034,0.000127429,0.0003297419,0.004835312,0.003317961,0.00025713,0.0001645636],"category_scores_gemma":[0.01128023,0.0001738457,0.0001590344,0.0006212497,0.0001228681,0.004318337,0.000794873,0.0004041851,0.003436589],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008453281,"about_ca_system_score_gemma":0.00009205857,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000888255,"about_ca_topic_score_gemma":0.0005014787,"domain_scores_codex":[0.9953113,0.0005182492,0.0008301656,0.0008426252,0.001880599,0.0006170877],"domain_scores_gemma":[0.996336,0.001724669,0.0004740693,0.0008588374,0.0003010275,0.0003054375],"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":[0.00001742483,0.0000187175,0.107811,0.000006679171,0.00001266896,0.000004961035,0.0005950602,0.0002184234,0.0000374287,0.005070202,0.627453,0.2587544],"study_design_scores_gemma":[0.0004932967,0.00004363867,0.006936833,0.0002374294,0.00001651114,0.00002318334,0.002789949,0.00798583,0.0001228347,0.09006039,0.8908429,0.0004472324],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4896283,0.002885613,0.01687121,0.02540851,0.0072634,0.0003976566,0.00001398726,0.0003940672,0.4571372],"genre_scores_gemma":[0.9799863,0.0001950478,0.002400624,0.004760761,0.001256282,0.00001427615,0.000004286157,0.00002324297,0.01135926],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4903579,"threshold_uncertainty_score":0.9973394,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04986688288287072,"score_gpt":0.3633472443068148,"score_spread":0.3134803614239441,"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."}}