{"id":"W7052674691","doi":"","title":"Software Development Service","year":2021,"lang":"en","type":"other","venue":"Bulletin of Miscellaneous Information (Royal Gardens Kew)","topic":"Magnetic confinement fusion research","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Software development; Software; Service (business); Work (physics); Software development process; Web service; Software peer review; Software as a service","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.006234664,0.001773074,0.001638107,0.004880038,0.00136605,0.004100541,0.003443276,0.001455337,0.4133132],"category_scores_gemma":[0.02621218,0.001101542,0.001122645,0.004620003,0.000837482,0.003997242,0.005180074,0.003172814,0.529135],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001787853,"about_ca_system_score_gemma":0.005312823,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003444827,"about_ca_topic_score_gemma":0.003288766,"domain_scores_codex":[0.9961737,0.0008763936,0.000536867,0.0006266347,0.001419251,0.0003671628],"domain_scores_gemma":[0.9808327,0.004598747,0.0007077869,0.003622338,0.007181356,0.003057064],"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":[0.00009834373,0.0000579738,0.0002927198,0.0002468919,0.00001622561,0.00006969101,0.0001435969,0.0001306335,0.0009895455,0.002441589,0.9289669,0.06654596],"study_design_scores_gemma":[0.00008567007,0.00003889197,0.0007537367,0.0001318971,0.00001183246,0.000151778,0.00009325224,0.001151436,0.001191875,0.003959033,0.9923925,0.0000380684],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"software","genre_gemma":"other","genre_scores_codex":[0.001511462,0.0004603136,0.1133031,0.003243887,0.001066095,0.00282475,0.1157178,0.5487475,0.213125],"genre_scores_gemma":[0.01645536,0.001358032,0.1462815,0.00534908,0.0007091605,0.00669289,0.33,0.1975111,0.2956429],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.4133132,"threshold_uncertainty_score":0.8368375,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007449945799491071,"score_gpt":0.1978192721439908,"score_spread":0.1903693263444997,"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."}}