{"id":"W7065445345","doi":"","title":"DRS International Conference: Design & Complexity, [published proceedings, July 7-9, 2010 in Montreal (Quebec), Canada]","year":2010,"lang":"en","type":"book","venue":"Coventry University Open Collections (Coventry university)","topic":"Magnetic confinement fusion research","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Government (linguistics); Exposition (narrative); Work (physics)","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","sts","scholarly_communication","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002714593,0.0005760736,0.0007090528,0.001340542,0.001353883,0.001056729,0.003147704,0.0004283818,0.1817284],"category_scores_gemma":[0.00003527325,0.0007952527,0.0002321384,0.001504983,0.0003475595,0.0004148617,0.002196175,0.001903949,0.0001059954],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001868369,"about_ca_system_score_gemma":0.01218855,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8424214,"about_ca_topic_score_gemma":0.9712687,"domain_scores_codex":[0.996906,0.0001415055,0.0004039743,0.001075165,0.0007681086,0.000705292],"domain_scores_gemma":[0.9974081,0.0001722983,0.0004858526,0.000559698,0.0009121199,0.0004619586],"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":[0.0004397997,0.0003609874,0.0009053826,0.00003234091,0.0003449757,0.0001969474,0.00009287721,0.0000857784,0.00002014764,0.02321377,0.97334,0.0009669979],"study_design_scores_gemma":[0.003284876,0.00004769781,0.001106532,0.0001497651,0.0001563747,0.000005235486,0.001285741,0.0009706565,0.000008048312,0.001146927,0.9911184,0.0007197048],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0001915397,0.000005442889,0.001596236,0.001584705,0.0009740721,0.002041302,0.001190683,0.00004877677,0.9923673],"genre_scores_gemma":[0.0009250946,0.00004050973,0.0004833858,0.00004035707,0.0001831115,0.00000338211,0.001229956,0.00003439215,0.9970598],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1816224,"threshold_uncertainty_score":0.9999803,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03547174322574011,"score_gpt":0.2314199946508493,"score_spread":0.1959482514251092,"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."}}