{"id":"W3106349213","doi":"","title":"Research Guides: Graduate Specialist Program (New Brunswick Libraries): Python","year":2018,"lang":"en","type":"libguides","venue":"","topic":"Computational Physics and Python Applications","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Python (programming language); Library science; Medical education; Computer science; Programming language; Medicine","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","scholarly_communication","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001005912,0.0004634349,0.0004871703,0.0005357236,0.0006498039,0.002794157,0.004191911,0.0003132531,0.0003403368],"category_scores_gemma":[0.0001088253,0.0004324832,0.0002586106,0.002547739,0.0004138158,0.0007283376,0.00193316,0.0009673308,0.002617978],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001283241,"about_ca_system_score_gemma":0.006114304,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004194058,"about_ca_topic_score_gemma":0.0005867399,"domain_scores_codex":[0.9949031,0.0002343373,0.0007514291,0.00139511,0.001864799,0.0008511577],"domain_scores_gemma":[0.99526,0.0006988425,0.0002759448,0.002107539,0.00119875,0.0004589111],"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":[0.000002017815,0.00007601536,0.000001489803,0.00002158882,0.00002216196,0.000003512621,0.0001082732,0.000004509139,0.00000103176,0.411469,0.5207148,0.06757565],"study_design_scores_gemma":[0.0001119892,0.0001384092,0.0001968593,0.00006014148,0.000006472614,0.000005818363,0.00001118963,0.00330411,0.00005920518,0.3260994,0.6696684,0.0003380283],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"methods","genre_scores_codex":[0.00003111533,0.000618712,0.3388608,0.02615032,0.002772212,0.002194047,0.0000441299,0.001954233,0.6273744],"genre_scores_gemma":[0.0003210138,0.0003568962,0.5888371,0.001855992,0.01749667,0.0002251469,0.000980589,0.0001663315,0.3897602],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.2499764,"threshold_uncertainty_score":0.9998127,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1435084884946338,"score_gpt":0.39016734169279,"score_spread":0.2466588531981562,"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."}}