{"id":"W4406386269","doi":"10.1016/0967-0653(95)90259-2","title":"10.1016/0967-0653(95)90259-2","year":2000,"lang":"en","type":"article","venue":"Time to knit","topic":"Invertebrate Taxonomy and Ecology","field":"Agricultural and Biological Sciences","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Macrobenthos; Erosion; Environmental science; Hydrology (agriculture); Geology; Oceanography; Geotechnical engineering; Geomorphology","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":[0.0001112911,0.0001143386,0.0001425871,0.000006255723,0.0001658743,0.00003563549,0.0002373658,0.00009558298,0.9994646],"category_scores_gemma":[0.00001314071,0.00004548857,0.00006037493,0.0001912932,0.00003428521,0.00008758871,0.00003712042,0.00008074296,0.9978619],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001772617,"about_ca_system_score_gemma":0.000005031434,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001089675,"about_ca_topic_score_gemma":0.00001826088,"domain_scores_codex":[0.9991866,0.00004501007,0.0001367633,0.0002273431,0.00007721651,0.000327004],"domain_scores_gemma":[0.9997165,0.0000576427,0.00002197464,0.00005499507,0.00002270484,0.0001261461],"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":[0.00003448134,0.00003778456,8.822903e-7,7.181181e-7,0.000005205849,0.000003080299,0.000003587376,0.000005566376,0.000348591,0.000001947577,0.222564,0.7769941],"study_design_scores_gemma":[0.00006333624,0.0002757533,0.0004186476,0.000002928564,0.000005275889,0.000006444528,0.00000203582,0.00007414407,0.0001578539,0.00001902868,0.998824,0.0001505283],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.03369386,0.00002983928,2.086018e-8,0.0008804593,0.000002705121,0.0001411826,0.00001726893,0.00009711714,0.9651375],"genre_scores_gemma":[0.002401822,4.90894e-7,0.00001975616,0.0002747299,0.0002555345,0.00002189426,0.00004302707,7.788769e-7,0.996982],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.7768436,"threshold_uncertainty_score":0.185497,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01009193100097554,"score_gpt":0.1527063760866862,"score_spread":0.1426144450857107,"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."}}