{"id":"W3209854282","doi":"10.5281/zenodo.1465064","title":"The Carpentries Annual Report 2018","year":2018,"lang":"en","type":"article","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Marine and Offshore Engineering Studies","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Agriculture and Agri-Food Canada","funders":"","keywords":"Geography","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":["sts","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.000359443,0.0001026937,0.00008364187,0.00006113996,0.001867067,0.0003055482,0.0004569852,0.00003020095,0.001265889],"category_scores_gemma":[0.0003587522,0.00008528382,0.00002942149,0.0002450938,0.0001909853,0.0001127362,0.0004697741,0.0001388204,0.002741926],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005879758,"about_ca_system_score_gemma":0.000001096761,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006954345,"about_ca_topic_score_gemma":0.000001036831,"domain_scores_codex":[0.9991606,0.00003553704,0.0001689793,0.0001596584,0.0001891539,0.0002860329],"domain_scores_gemma":[0.9992279,0.00002116742,0.0000229331,0.0003530271,0.0003069016,0.00006805698],"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":[0.00001038875,0.000009495644,0.000006387715,0.00002317369,0.00006356431,0.00002265232,0.0008254763,0.0001318067,0.0002410671,0.001701095,0.9458539,0.05111103],"study_design_scores_gemma":[0.00008859034,0.0000656491,0.0007059572,0.000006644486,0.000006279551,0.0001269159,0.0002190351,0.0007069522,0.0003766647,0.00006213557,0.9975314,0.0001037336],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.04267923,0.0009895171,0.01735959,0.001437937,0.001911596,0.0006265144,0.0002003184,0.006203341,0.928592],"genre_scores_gemma":[0.9907157,0.0003813138,0.0002305359,0.00004385441,0.001030053,7.533609e-8,0.0002712823,0.001394372,0.005932834],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9480364,"threshold_uncertainty_score":0.9996471,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01338952941779994,"score_gpt":0.2126285119110849,"score_spread":0.199238982493285,"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."}}