{"id":"W4406383839","doi":"10.1016/s0967-0653(97)80133-0","title":"10.1016/s0967-0653(97)80133-0","year":2000,"lang":"en","type":"article","venue":"Time to knit","topic":"Aquatic and Environmental Studies","field":"Earth and Planetary Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Layer (electronics); Computation; Surface layer; Content (measure theory); Surface (topology); Oxygen; Environmental science; Chemistry; Mathematics; Geometry; Algorithm; Organic chemistry","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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0013874,0.00351605,0.00226654,0.003389422,0.003151955,0.00452691,0.00424466,0.007014495,0.9915672],"category_scores_gemma":[0.002056955,0.001290599,0.001935468,0.003132127,0.002575811,0.007023309,0.004100712,0.003176757,0.9942638],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001383971,"about_ca_system_score_gemma":0.001319092,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006288194,"about_ca_topic_score_gemma":0.005224245,"domain_scores_codex":[0.9992313,0.00005033696,0.0000640065,0.0002969744,0.0001855882,0.0001718123],"domain_scores_gemma":[0.9973465,0.0006252875,0.0001608637,0.0003328104,0.0006136687,0.0009207972],"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":[0.0003880717,0.0002662527,0.0009688405,0.0006561773,0.0000422173,0.0002674421,0.0001408477,0.000482401,0.001943237,0.006201147,0.418995,0.5696482],"study_design_scores_gemma":[0.00006380683,0.0001328288,0.0007098186,0.0003920086,0.00001645651,0.0003545661,0.0001462181,0.0001767463,0.0002618534,0.0005483818,0.9971684,0.00002896268],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0004020201,0.0002947737,0.0005844813,0.0003367085,0.0002852648,0.0001216698,0.0006844987,0.000850503,0.9964401],"genre_scores_gemma":[0.0004497843,0.0001677213,0.0003140351,0.0002100201,0.00006770372,0.00007152459,0.0003356098,0.000165406,0.9982182],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.008432806,"threshold_uncertainty_score":0.01250321,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007706429440096036,"score_gpt":0.1444048007403452,"score_spread":0.1366983713002492,"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."}}