{"id":"W4406453404","doi":"10.1016/s0967-0653(98)80861-2","title":"10.1016/s0967-0653(98)80861-2","year":2000,"lang":"en","type":"article","venue":"Time to knit","topic":"Underwater Vehicles and Communication Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Geology; Oceanography; Environmental 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":[0.000080224,0.0001095823,0.000128694,0.00004281355,0.00004821329,0.0000514923,0.0002884667,0.00005068574,0.9947514],"category_scores_gemma":[7.7981e-7,0.0001092986,0.00004195012,0.0001329008,0.0000103489,0.00007491019,0.00002797966,0.00008853665,0.9988641],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003334295,"about_ca_system_score_gemma":0.000004783874,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002214593,"about_ca_topic_score_gemma":3.840339e-7,"domain_scores_codex":[0.9994048,0.00002429372,0.0001729224,0.0001030749,0.0001051898,0.0001896569],"domain_scores_gemma":[0.9994506,0.00001759892,0.000009345463,0.0004065959,0.00001900155,0.00009683178],"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":[0.000009183632,0.0000168507,3.335432e-8,0.00001304432,0.00002813998,0.000001288682,0.00007814695,0.00180165,0.0002579981,7.817804e-7,0.157978,0.8398149],"study_design_scores_gemma":[0.0001166955,0.00002213684,0.000004187368,0.00001629595,0.000005241603,0.000005080456,0.000002278018,0.002305421,0.0006534046,0.000005201261,0.9967179,0.0001461354],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0003144382,0.0001460355,0.00002495764,0.0001006749,9.59061e-7,0.0001095804,0.000005436628,0.0004175282,0.9988804],"genre_scores_gemma":[0.003406695,0.000001060997,0.0002155631,0.00001547248,0.00007757546,0.00002622034,0.00001066121,0.00003354544,0.9962132],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.8396688,"threshold_uncertainty_score":0.4457069,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007923148715351354,"score_gpt":0.164108457081767,"score_spread":0.1561853083664157,"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."}}