{"id":"W1480649689","doi":"10.1016/s0967-0653(97)82972-9","title":"10.1016/s0967-0653(97)82972-9","year":2000,"lang":"en","type":"article","venue":"Time to knit","topic":"Marine Biology and Ecology Research","field":"Earth and Planetary Sciences","cited_by":31,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Smithsonian Institution; National Science Foundation","keywords":"Bathyal zone; Geology; Humanities; Philosophy; Oceanography","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":[0.0003057411,0.0001006265,0.0001365592,0.00006218899,0.0001658869,0.00002352196,0.0002818443,0.0001103828,0.9999331],"category_scores_gemma":[0.0000446212,0.00008243539,0.00003804833,0.0001611195,0.00008403204,0.00007735685,0.00001688948,0.0001618745,0.9998968],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000002712388,"about_ca_system_score_gemma":0.00003297235,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003310253,"about_ca_topic_score_gemma":0.00005137523,"domain_scores_codex":[0.999044,0.00009098514,0.0001218158,0.0002325494,0.0001049658,0.0004056736],"domain_scores_gemma":[0.9994689,0.0001229553,0.00001357091,0.0001853101,0.00002010191,0.0001892052],"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":[0.0001551785,0.00001265744,0.000350472,0.000002462367,0.00001232859,0.00001273999,0.000005847839,0.00009212076,2.072449e-7,1.93756e-7,0.05897719,0.9403786],"study_design_scores_gemma":[0.0001304424,0.0002813028,0.008968558,0.000001849323,0.000004348936,0.00001583654,7.450156e-7,0.0005132096,0.000005672835,0.00001870919,0.9899462,0.0001131518],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.003418259,0.00007464387,4.511886e-8,0.0004266868,0.000003197732,0.0001273295,0.0000184001,0.00005739235,0.995874],"genre_scores_gemma":[0.0006345442,9.280847e-7,0.00003292773,0.00008823415,0.00013364,0.000002437499,0.0001084997,0.000002627976,0.9989961],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9402655,"threshold_uncertainty_score":0.3361618,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01079582367250343,"score_gpt":0.1839681602805775,"score_spread":0.1731723366080741,"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."}}