{"id":"W2016535985","doi":"10.1140/epjti1","title":"EPJ Techniques and Instrumention","year":2014,"lang":"en","type":"article","venue":"EPJ Techniques and Instrumentation","topic":"scientometrics and bibliometrics research","field":"Decision Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"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":["scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.007065095,0.0001647402,0.0002311504,0.01115204,0.0003147101,0.001584172,0.000431848,0.0001463649,0.0001280705],"category_scores_gemma":[0.001091672,0.0001266582,0.00005311556,0.01391235,0.000202768,0.001177503,0.0003735956,0.0001762598,0.00001911087],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006414079,"about_ca_system_score_gemma":0.00002603335,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001206317,"about_ca_topic_score_gemma":0.000008865633,"domain_scores_codex":[0.9962005,0.0001828397,0.0005620935,0.0006028812,0.002133974,0.0003177182],"domain_scores_gemma":[0.9983296,0.0003802301,0.0002442962,0.0003518486,0.0004861793,0.0002077954],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001257232,0.00002769272,0.02087321,0.000007101997,0.000003671563,0.000001488309,0.0000583764,3.019299e-8,0.002349109,0.007875269,0.00138287,0.9674086],"study_design_scores_gemma":[0.0009966828,0.001765581,0.04643281,0.00007230269,0.00001822238,0.0001510341,0.0005877767,0.002683988,0.2729539,0.1191544,0.5545945,0.0005887813],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9594699,0.0002347455,0.008460107,0.001242632,0.0001629168,0.0005443746,0.00001257383,0.0002287919,0.02964403],"genre_scores_gemma":[0.9732267,0.001412857,0.02426478,0.0001455809,0.0001187221,0.00005157105,0.00001326646,0.00001276829,0.0007537497],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9668198,"threshold_uncertainty_score":0.9994523,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3086645967070091,"score_gpt":0.5418377791957488,"score_spread":0.2331731824887397,"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."}}