{"id":"W7024528630","doi":"","title":"Shibboleth at CISTI: Introducing, prototyping and extending","year":2003,"lang":"en","type":"article","venue":"NPARC","topic":"Coagulation and Flocculation Studies","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Key (lock); Software prototyping; Rapid prototyping; Software","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.005642,0.0007981285,0.0004989631,0.001862957,0.001200637,0.002867213,0.002170694,0.001487368,0.04952911],"category_scores_gemma":[0.01016701,0.0008701767,0.0006188853,0.001446876,0.0007449047,0.003968357,0.002061731,0.003172959,0.02628312],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001045519,"about_ca_system_score_gemma":0.004698232,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005696595,"about_ca_topic_score_gemma":0.009955797,"domain_scores_codex":[0.997324,0.0004205879,0.0001203959,0.0003698829,0.001556737,0.0002083579],"domain_scores_gemma":[0.9888012,0.001684231,0.0002461167,0.001994822,0.005457622,0.001815953],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003698195,0.0003996958,0.002385158,0.0007002007,0.00002344878,0.0006412299,0.002284717,0.001270024,0.05070825,0.01091585,0.2240268,0.7062749],"study_design_scores_gemma":[0.00007748458,0.000456038,0.001280142,0.0001657312,0.00005742306,0.0006158136,0.0005043629,0.003604809,0.0572327,0.002936728,0.9329968,0.00007190002],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.06863701,0.006230731,0.5063173,0.02434871,0.01666505,0.002158413,0.00417367,0.08167501,0.2897941],"genre_scores_gemma":[0.06391956,0.003199383,0.4666935,0.001836256,0.001112066,0.0003620045,0.003365752,0.01516657,0.444345],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.9971328,"threshold_uncertainty_score":0.1656914,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01519613281752412,"score_gpt":0.2429171128659981,"score_spread":0.227720980048474,"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."}}