{"id":"W3210712376","doi":"10.5281/zenodo.5041227","title":"Chapter 2.1 Status and Trends –Drivers of Change","year":2019,"lang":"en","type":"article","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Coastal and Marine Management","field":"Environmental Science","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"United Nations University Institute for Water, Environment, and Health","funders":"","keywords":"Geography","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":[0.0006135149,0.0004788985,0.0002806387,0.002178767,0.0006059893,0.003277693,0.0005380951,0.0008482165,0.04014303],"category_scores_gemma":[0.00163917,0.0002152503,0.0003768469,0.005250126,0.0004378177,0.002027909,0.0008160298,0.001136702,0.009947979],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001261418,"about_ca_system_score_gemma":0.001409342,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007533781,"about_ca_topic_score_gemma":0.008729343,"domain_scores_codex":[0.9995003,0.0000700425,0.00002935939,0.0001061348,0.0002503739,0.00004386284],"domain_scores_gemma":[0.9995475,0.0001815118,0.00006879918,0.00002480219,0.0001530791,0.00002426612],"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":[0.00004910519,0.00005453653,0.005800339,0.003710957,0.00003767615,0.0001342669,0.003253809,0.001709611,0.001202671,0.1317997,0.5256997,0.3265477],"study_design_scores_gemma":[0.000001443288,0.00001243982,0.004739235,0.001297791,0.000008462533,0.00007522166,0.0004665023,0.0001570146,0.000214007,0.007206944,0.9858109,0.000009973963],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.02046558,0.2631676,0.01114477,0.04186916,0.009084058,0.0005442835,0.04001282,0.0007952431,0.6129165],"genre_scores_gemma":[0.1292413,0.350793,0.01598321,0.004723144,0.008862731,0.0007091266,0.03684385,0.0008070632,0.4520366],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.04014303,"threshold_uncertainty_score":0.1342918,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03462229755896631,"score_gpt":0.2147864616673251,"score_spread":0.1801641641083588,"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."}}