{"id":"W6906487475","doi":"10.17895/ices.pub.25562802","title":"The impacts of marine shipping and their effects on coastal communities and ecosystems","year":2021,"lang":"en","type":"other","venue":"International Council for the Exploration of the Sea (ICES)","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Ecosystem; Marine ecosystem; Coastal ecosystem; Fishing","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":[0.000389842,0.000256671,0.0001374197,0.0007374549,0.0003903833,0.001228411,0.0002703513,0.0002427767,0.03197825],"category_scores_gemma":[0.0009374803,0.0000670049,0.0002280879,0.001986309,0.0002603026,0.0004681469,0.0008477087,0.0002432605,0.002291521],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001056043,"about_ca_system_score_gemma":0.001258009,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.05541271,"about_ca_topic_score_gemma":0.1033532,"domain_scores_codex":[0.9998122,0.00006149391,0.000006596664,0.00001309686,0.00007667974,0.00003010871],"domain_scores_gemma":[0.9995555,0.0001385661,0.00004773742,0.00001689087,0.0001351172,0.0001060335],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000421015,0.0001806713,0.06466168,0.002171095,0.0001943803,0.0005554103,0.001293802,0.006413474,0.002842663,0.01904163,0.3782203,0.524004],"study_design_scores_gemma":[0.00002332588,0.0002322117,0.478256,0.0009448385,0.00007194845,0.0001812268,0.005560133,0.001917286,0.0009178617,0.01218973,0.4996659,0.0000394272],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.2063774,0.0767537,0.001402604,0.03012137,0.003033363,0.00009910685,0.01851984,0.0002019142,0.6634908],"genre_scores_gemma":[0.5524838,0.1100055,0.001743383,0.001052249,0.0008571561,0.00009356399,0.006849245,0.0001139865,0.3268011],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.05541271,"threshold_uncertainty_score":0.1101803,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1079487170387659,"score_gpt":0.277046237529379,"score_spread":0.169097520490613,"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."}}