{"id":"W7033635955","doi":"","title":"Report from the Workshop
\\n“Memorial University - Community Research
\\nPartnerships: Resource Management in Marine
\\nand Freshwater Environments”","year":2008,"lang":"en","type":"other","venue":"Memorial University Research Repository (Memorial University)","topic":"Dyeing and Modifying Textile Fibers","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Presentation (obstetrics); Stakeholder; Resource (disambiguation); Resource management (computing); Natural resource management; Diversity (politics); Private sector; Citizen journalism; Public policy; Participatory management; Government (linguistics)","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","open_science","research_integrity"],"consensus_categories":["sts","research_integrity"],"category_scores_codex":[0.003824228,0.001120051,0.001274805,0.003407363,0.003688697,0.0003245012,0.005505246,0.001758792,0.0006098524],"category_scores_gemma":[0.0002521786,0.001279774,0.0005818108,0.003146558,0.00297833,0.0006187103,0.004546613,0.008175204,0.0002803523],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004547176,"about_ca_system_score_gemma":0.0005512807,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.04685757,"about_ca_topic_score_gemma":0.03217048,"domain_scores_codex":[0.9840643,0.008103537,0.000654707,0.001824059,0.003035219,0.002318183],"domain_scores_gemma":[0.9928307,0.002072872,0.0003411126,0.003666338,0.0002198982,0.0008691075],"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":[0.003314751,0.0005322905,0.001064742,0.0001884314,0.001341351,0.03562944,0.003414197,0.001954668,0.0003941405,0.0002906783,0.9510178,0.0008575264],"study_design_scores_gemma":[0.00572991,0.0001553032,0.0007964371,0.0005143738,0.0002723401,0.00005884306,0.01422276,0.0001463151,0.0002411496,0.00009079312,0.9765906,0.001181229],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.1102094,0.0001464785,0.0001216002,0.0002260732,0.01068925,0.002521834,0.0003412107,0.001046179,0.8746979],"genre_scores_gemma":[0.03786754,0.002091764,0.0004256373,0.00001521801,0.009812264,0.000003344001,0.0008320768,0.0006553414,0.9482968],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.07359888,"threshold_uncertainty_score":0.9998754,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04823157559915426,"score_gpt":0.2542247779830498,"score_spread":0.2059932023838956,"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."}}