{"id":"W4380926727","doi":"10.1016/j.ocecoaman.2023.106697","title":"Analyzing the impact and evolution of ocean & coastal management: 30 years in retrospect","year":2023,"lang":"en","type":"article","venue":"Ocean & Coastal Management","topic":"Coastal and Marine Management","field":"Environmental Science","cited_by":61,"is_retracted":false,"has_abstract":false,"ca_institutions":"Brock University","funders":"","keywords":"Coastal management; Environmental resource management; Corporate governance; Integrated coastal zone management; Coastal erosion; Environmental planning; Port (circuit theory); Oceanography; Geography; Business; Political science; Environmental science; Coastal zone; Ecology; Engineering","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007944461,0.0002813298,0.0002599273,0.0003190263,0.0001384561,0.00007887057,0.0004402244,0.00003695095,0.0004855256],"category_scores_gemma":[0.0000102672,0.0002307752,0.00013033,0.001499669,0.0002435828,0.0002176602,0.006809636,0.0001574601,0.0002855431],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002238937,"about_ca_system_score_gemma":0.000004139189,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001807995,"about_ca_topic_score_gemma":0.001555984,"domain_scores_codex":[0.997817,0.00007623141,0.0004207069,0.0005703887,0.0005288238,0.0005868289],"domain_scores_gemma":[0.9991534,0.00003119869,0.0001490276,0.0005530477,0.000007919634,0.0001053755],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001973324,0.0004362985,0.7219602,0.0003695676,0.000429296,0.0003934412,0.001107162,0.01685978,0.0001858064,0.014155,0.06065801,0.183248],"study_design_scores_gemma":[0.0008128378,0.000103092,0.9802892,0.00006005689,0.00007145511,0.000003480997,0.00179945,0.001271619,0.000005632106,0.007091516,0.008207523,0.000284181],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9019809,0.00003845455,0.0007392132,0.0002781175,0.0001139464,0.0008815687,0.00003824985,0.0001251799,0.09580434],"genre_scores_gemma":[0.9922325,0.0003178386,0.0002204119,0.0000279415,0.00002464355,0.00000944079,0.00004347058,0.00003078318,0.007092947],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2583289,"threshold_uncertainty_score":0.941074,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007621414110906453,"score_gpt":0.2268294488176819,"score_spread":0.2192080347067754,"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."}}