{"id":"W4406483278","doi":"10.1016/0967-0653(96)81836-9","title":"10.1016/0967-0653(96)81836-9","year":2000,"lang":"en","type":"article","venue":"Time to knit","topic":"Railway Systems and Materials Science","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Particulates; Channel (broadcasting); Environmental chemistry; Environmental science; Chemistry; Telecommunications; Computer science","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0001281185,0.000111347,0.0001378474,0.0000395321,0.00004166617,0.00006547042,0.0001934099,0.00004313739,0.9935107],"category_scores_gemma":[0.00000761235,0.0001040702,0.00002916168,0.0001331619,0.00001481361,0.0001149703,0.00001521022,0.00004031484,0.9965585],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002537001,"about_ca_system_score_gemma":0.00000712766,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002408105,"about_ca_topic_score_gemma":2.466289e-7,"domain_scores_codex":[0.9993114,0.00001174496,0.0001543313,0.0001438289,0.0001273717,0.0002513057],"domain_scores_gemma":[0.9996223,0.0000114604,0.000008857893,0.0002252772,0.00001383253,0.0001182884],"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":[0.0000123413,0.00001387046,4.096739e-8,0.00003629499,0.00001180168,0.000008150155,0.00006259014,0.01175123,0.007964421,0.000002954305,0.5168454,0.4632909],"study_design_scores_gemma":[0.00006914366,0.00002916923,0.000008382224,0.00001720859,0.000002994057,0.000008039218,6.366006e-7,0.001653796,0.001796418,0.000003004867,0.9962651,0.0001461092],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00407306,0.00006198617,0.000005577039,0.00003104486,0.00001164504,0.0001194263,0.00001185517,0.0003571268,0.9953283],"genre_scores_gemma":[0.001892462,2.924018e-7,0.000123597,0.000008686062,0.0001639493,0.00001710113,0.000003429233,0.00002295041,0.9977675],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.4794197,"threshold_uncertainty_score":0.424386,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00457808874704517,"score_gpt":0.1489685661631586,"score_spread":0.1443904774161134,"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."}}