{"id":"W6889480856","doi":"10.25607/obp-1840","title":"INTAROS Community-Based Monitoring Experience Exchange Workshop Report, Québec City, Québec , December 11 to 12, 2017.","year":2018,"lang":"en","type":"report","venue":"IOC of UNESCO (Intergovernmental Oceanographic Commission)","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Variety (cybernetics); Convention; Information exchange; Capacity building; Information sharing; Summative assessment; Data sharing; Best practice","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","research_integrity","insufficient_payload"],"consensus_categories":["metaepi_narrow"],"category_scores_codex":[0.00371343,0.002695943,0.003166297,0.001862707,0.001525242,0.0003563592,0.004973583,0.001281881,0.002907973],"category_scores_gemma":[0.00217037,0.002681988,0.002092325,0.00232866,0.002203017,0.0007742701,0.005090237,0.003232291,0.0003546896],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008565579,"about_ca_system_score_gemma":0.005167671,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.4180133,"about_ca_topic_score_gemma":0.629155,"domain_scores_codex":[0.9821664,0.001019429,0.004336433,0.002250058,0.00828782,0.001939842],"domain_scores_gemma":[0.9841308,0.001249871,0.00459221,0.006720874,0.001406166,0.001900065],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001383442,0.002631427,0.5021631,0.001226397,0.0006735176,0.0009524022,0.005420371,0.00001459944,0.003855846,0.000001958737,0.4799239,0.001753014],"study_design_scores_gemma":[0.002137831,0.001087011,0.03128194,0.01753312,0.0006735171,0.001231668,0.007136517,0.00002778849,0.02391572,0.0000159953,0.9117304,0.00322848],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9399933,0.002797899,0.0002613488,0.0005855073,0.006865878,0.002587599,0.001047478,0.0008915013,0.04496954],"genre_scores_gemma":[0.9686002,0.0003374924,0.00128142,0.0002377533,0.001280375,0.0004398623,0.0005094524,0.0009416882,0.02637183],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4708812,"threshold_uncertainty_score":0.9997746,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08682286976467896,"score_gpt":0.3465702779174856,"score_spread":0.2597474081528067,"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."}}