{"id":"W2122394296","doi":"10.2110/jsr.2006.085","title":"Techniques for Automated Measurement of Floc Properties","year":2006,"lang":"en","type":"article","venue":"Journal of Sedimentary Research","topic":"Coastal wetland ecosystem dynamics","field":"Environmental Science","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"Fisheries and Oceans Canada","funders":"Engineering and Physical Sciences Research Council","keywords":"Geology; Remote sensing; Seismology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001235982,0.0006218152,0.0008219398,0.003260716,0.0004698853,0.0007137069,0.001144042,0.0006350826,0.002730454],"category_scores_gemma":[0.00497175,0.0006454527,0.000386715,0.001267037,0.0004577315,0.0008503052,0.001085469,0.0008573013,0.001661617],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004019212,"about_ca_system_score_gemma":0.0004205288,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001046706,"about_ca_topic_score_gemma":0.001400436,"domain_scores_codex":[0.9980006,0.0002789823,0.0001006399,0.0003181848,0.001214144,0.00008749741],"domain_scores_gemma":[0.9957873,0.00155766,0.0004511906,0.0008647461,0.001250932,0.00008814489],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0001516997,0.000107098,0.003596095,0.0005416746,0.00006707511,0.0001773579,0.0003636841,0.005081351,0.5762387,0.00351964,0.003342909,0.4068128],"study_design_scores_gemma":[0.0001126557,0.0004770013,0.03758827,0.0002699893,0.0001622084,0.001689259,0.0002223369,0.2395349,0.6612073,0.01097638,0.04746938,0.000290275],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01749323,0.0005095502,0.9770158,0.00005716081,0.00005763051,0.0001578133,0.0003202637,0.002985551,0.001402902],"genre_scores_gemma":[0.1234473,0.0006210432,0.8727278,0.00008755286,0.00005371342,0.0006453706,0.0004870098,0.0004068271,0.001523406],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.003260716,"threshold_uncertainty_score":0.009134293,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05690423094940015,"score_gpt":0.3042613856843085,"score_spread":0.2473571547349084,"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."}}