{"id":"W1614194806","doi":"10.1002/aqc.2509","title":"Innovation in communications about marine protection","year":2014,"lang":"en","type":"article","venue":"Aquatic Conservation Marine and Freshwater Ecosystems","topic":"Coral and Marine Ecosystems Studies","field":"Environmental Science","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Centre for Community Renewal","funders":"Parks Canada","keywords":"Field (mathematics); Value (mathematics); Marine conservation; Business; Public relations; Environmental resource management; Engineering ethics; Management science; Knowledge management; Political science; Computer science; Engineering; Environmental science","routes":{"ca_aff":true,"ca_fund":true,"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":[0.01347271,0.0003336692,0.0004223506,0.002519583,0.003010542,0.01015281,0.001146972,0.003895842,0.01440155],"category_scores_gemma":[0.03439151,0.0001858995,0.0003946811,0.004668111,0.01286207,0.01062897,0.006092657,0.004394729,0.001073775],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005797616,"about_ca_system_score_gemma":0.006516526,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003510417,"about_ca_topic_score_gemma":0.001839038,"domain_scores_codex":[0.9792736,0.0143744,0.0007497548,0.001034344,0.003772919,0.0007950066],"domain_scores_gemma":[0.9016638,0.08314125,0.005479448,0.003086961,0.004604251,0.002024245],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00005156191,0.0000800145,0.002400183,0.002884907,0.00003611165,0.0006410932,0.0626042,0.0007052876,0.0005831945,0.6697588,0.04396147,0.2162931],"study_design_scores_gemma":[0.00001585697,0.00008383644,0.002918693,0.005934836,0.00002009646,0.0005497509,0.02777473,0.000376449,0.000630309,0.09472064,0.866931,0.00004376054],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.04731248,0.08355789,0.01261874,0.2428577,0.005942797,0.0001640873,0.0001687861,0.0001453448,0.6072322],"genre_scores_gemma":[0.8418024,0.08873762,0.006165786,0.01997661,0.003697086,0.0001944883,0.0001343371,0.00007486494,0.03921684],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01440155,"threshold_uncertainty_score":0.07125133,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0236520189464394,"score_gpt":0.223433989309552,"score_spread":0.1997819703631126,"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."}}