{"id":"W4399747035","doi":"10.1007/978-3-031-60053-1_14","title":"Conclusion","year":2024,"lang":"en","type":"book-chapter","venue":"","topic":"Coastal and Marine Management","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"","keywords":"Medicine","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001198034,0.000820792,0.0004871477,0.001351849,0.002887458,0.007655014,0.001900748,0.00260585,0.3257442],"category_scores_gemma":[0.003933133,0.0002606942,0.0006978242,0.001349654,0.0009774775,0.00393179,0.003439804,0.002587936,0.1465726],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004018713,"about_ca_system_score_gemma":0.003430621,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006056118,"about_ca_topic_score_gemma":0.006432182,"domain_scores_codex":[0.9983916,0.0002458148,0.00005863981,0.0003756978,0.0006731973,0.0002550749],"domain_scores_gemma":[0.9986897,0.0001745186,0.00005214056,0.0001719168,0.0007337555,0.0001779769],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00009435443,0.00006072896,0.00117611,0.0005270579,0.00001330128,0.000285936,0.001938237,0.0004400825,0.0005947429,0.1788323,0.6232821,0.192755],"study_design_scores_gemma":[0.00000420672,0.000008784054,0.0004108688,0.0001979569,0.00000320267,0.00006398838,0.0006871037,0.00006767634,0.0001946501,0.009159546,0.9891973,0.000004676887],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.002383351,0.002646377,0.005063138,0.01612527,0.004044927,0.0001534656,0.001851664,0.0005576923,0.9671741],"genre_scores_gemma":[0.03985795,0.004373737,0.005438007,0.009128813,0.001284114,0.0002122798,0.004319747,0.0005918024,0.9347937],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.6742558,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006579269397086131,"score_gpt":0.1847187614014658,"score_spread":0.1781394920043796,"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."}}