{"id":"W1690863680","doi":"10.3989/scimar.2005.69s265","title":"Changing chain: past, present and future of the Scotia Arc's and Antarctica's shallow benthic communities","year":2005,"lang":"en","type":"article","venue":"Scientia Marina","topic":"Marine and coastal plant biology","field":"Earth and Planetary Sciences","cited_by":49,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"University of Cambridge; Institut Français de Recherche pour l'Exploitation de la Mer","keywords":"Benthic zone; Oceanography; Nova scotia; Benthic habitat; Geography; Geology; Environmental science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004275222,0.0001254348,0.0001304878,0.000673068,0.0007729925,0.001924157,0.0002893241,0.0002777353,0.002772617],"category_scores_gemma":[0.0004841723,0.0000817616,0.0001052922,0.00169471,0.0009490779,0.0007911107,0.0006683261,0.0003016024,0.0003545942],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002376812,"about_ca_system_score_gemma":0.00258173,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.2691923,"about_ca_topic_score_gemma":0.5283722,"domain_scores_codex":[0.9998119,0.0000317048,0.000008945291,0.00003156578,0.00003838839,0.00007752058],"domain_scores_gemma":[0.9994333,0.00002791363,0.0001219086,0.00002628565,0.0001634951,0.0002270414],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003975334,0.00004084083,0.712658,0.0008036903,0.0001390999,0.001160557,0.01496771,0.0004931494,0.005287021,0.006163895,0.01166961,0.2462187],"study_design_scores_gemma":[0.000003725747,0.00003329223,0.9682761,0.00008616329,0.00001418062,0.0002091223,0.006085788,0.00006828257,0.00006564235,0.0003687612,0.02478037,0.000008584157],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9412809,0.03313837,0.0001892351,0.007626222,0.0001796508,0.000012346,0.00131048,0.00001925197,0.0162435],"genre_scores_gemma":[0.9840799,0.01225943,0.0002274739,0.0004151886,0.00004480713,0.000005129464,0.0003307338,0.000004297287,0.00263302],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2691923,"threshold_uncertainty_score":0.5352508,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009496900975317349,"score_gpt":0.1909696321903725,"score_spread":0.1814727312150552,"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."}}