{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002768017,0.001466121,0.0006950778,0.005016361,0.001119794,0.004763905,0.002165658,0.001166439,0.1418247],"category_scores_gemma":[0.00648402,0.0005444182,0.0005385905,0.005931592,0.0003807928,0.002856749,0.00191119,0.001403178,0.181857],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003853291,"about_ca_system_score_gemma":0.01336276,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.08364016,"about_ca_topic_score_gemma":0.07325157,"domain_scores_codex":[0.9969125,0.0001966322,0.0002786824,0.0002779739,0.001942955,0.0003912985],"domain_scores_gemma":[0.9919959,0.0001849958,0.0003862426,0.0003445706,0.00654504,0.0005432069],"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":[0.00007798996,0.00001371205,0.0002856168,0.00008346429,0.00000373621,0.0000147157,0.00001391357,0.00007441258,0.00006554893,0.0009176861,0.9860522,0.01239705],"study_design_scores_gemma":[0.00001167956,0.00001279299,0.002557902,0.00009007618,0.000004227594,0.00002306363,0.00005961075,0.00004959425,0.0001614918,0.000230729,0.9967884,0.00001045503],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.005184885,0.008567614,0.002546085,0.01194507,0.01056543,0.0006422568,0.3776874,0.003746694,0.5791146],"genre_scores_gemma":[0.01141248,0.006360976,0.002421179,0.0008971701,0.0008908769,0.000702169,0.2230598,0.001836463,0.7524189],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1418247,"threshold_uncertainty_score":0.4744509,"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."}}