{"id":"W2058107607","doi":"10.1890/03-5177","title":"MAPPING OF MARINE SOFT‐SEDIMENT COMMUNITIES: INTEGRATED SAMPLING FOR ECOLOGICAL INTERPRETATION","year":2004,"lang":"en","type":"article","venue":"Ecological Applications","topic":"Marine and coastal plant biology","field":"Earth and Planetary Sciences","cited_by":96,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal","funders":"Foundation for Research, Science and Technology","keywords":"Habitat; Benthos; Benthic zone; Sampling (signal processing); Ecology; Environmental science; Marine habitats; Marine protected area; Temporal scales; Sediment; Scale (ratio); Seafloor spreading; Remote sensing; Geography; Environmental resource management; Oceanography; Geology; Computer science; Biology; Cartography","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":[0.001618299,0.0004926435,0.0007704312,0.003315406,0.0003637242,0.0008991178,0.0005694716,0.0003452858,0.0008082427],"category_scores_gemma":[0.003459108,0.0004125049,0.000395683,0.002073078,0.0003064794,0.0008664341,0.001606355,0.0003907467,0.0001871635],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003784746,"about_ca_system_score_gemma":0.0004602603,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008486182,"about_ca_topic_score_gemma":0.02348217,"domain_scores_codex":[0.9987541,0.0006086893,0.00007394527,0.000175249,0.0003337187,0.00005425545],"domain_scores_gemma":[0.9986463,0.0005195417,0.0002054315,0.0001895976,0.0003351024,0.0001039403],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0003830206,0.0003371635,0.24536,0.0003806719,0.0002757887,0.0002168269,0.001737165,0.01223403,0.1227746,0.001583409,0.0008241261,0.6138932],"study_design_scores_gemma":[0.00007253416,0.0006325284,0.7794623,0.000184104,0.0002686375,0.0004241228,0.002553688,0.1856773,0.01948082,0.006456138,0.004674949,0.000112952],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5118346,0.0008307573,0.4813365,0.0001470522,0.00001641017,0.0004995387,0.0007831351,0.0006076252,0.00394443],"genre_scores_gemma":[0.5355869,0.0004702886,0.4619654,0.00008039787,0.00002116087,0.0005394893,0.0006808106,0.00005889151,0.0005966905],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008486182,"threshold_uncertainty_score":0.0168736,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03286424023917799,"score_gpt":0.2473943684095302,"score_spread":0.2145301281703522,"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."}}