{"id":"W4406476596","doi":"10.1016/s0967-0653(98)81386-0","title":"10.1016/s0967-0653(98)81386-0","year":2000,"lang":"en","type":"article","venue":"Time to knit","topic":"Marine and environmental studies","field":"Earth and Planetary Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Periphyton; Mesocosm; Estuary; Environmental science; Scaling; Ecology; Oceanography; Geology; Biology; Ecosystem; Mathematics; Geometry; Biomass (ecology)","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":[0.001352556,0.003434861,0.00219561,0.003299304,0.003179307,0.004488247,0.004147539,0.006905247,0.991381],"category_scores_gemma":[0.002158858,0.00130635,0.001918253,0.002938944,0.002578381,0.007147636,0.004160606,0.003216348,0.9944068],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001348925,"about_ca_system_score_gemma":0.001248759,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006472925,"about_ca_topic_score_gemma":0.005456236,"domain_scores_codex":[0.9992325,0.00005042423,0.00006437614,0.0002973102,0.000185684,0.0001697671],"domain_scores_gemma":[0.997238,0.0006486041,0.0001655429,0.0003535414,0.0006324663,0.0009617412],"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":[0.0003800906,0.0002545127,0.0009820056,0.0006443741,0.00004092568,0.0002650621,0.0001445221,0.0004719013,0.001861042,0.00602801,0.4330691,0.5558584],"study_design_scores_gemma":[0.0000641763,0.0001284423,0.0007253899,0.0004046618,0.00001613288,0.0003474987,0.0001381479,0.0001701319,0.0002263707,0.0005349332,0.997216,0.00002804599],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0003854776,0.0002918269,0.0005611742,0.0003493084,0.0002843773,0.0001219623,0.0006708406,0.0008505664,0.9964845],"genre_scores_gemma":[0.0004281949,0.0001661589,0.0003110024,0.000219476,0.00006893854,0.00006886685,0.0003131571,0.000163842,0.9982604],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.00861901,"threshold_uncertainty_score":0.01287049,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005639143445486433,"score_gpt":0.140477516052045,"score_spread":0.1348383726065585,"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."}}