{"id":"W146506476","doi":"10.5751/es-02405-130207","title":"From Invisibility to Transparency: Identifying the Implications","year":2008,"lang":"en","type":"article","venue":"Ecology and Society","topic":"Indigenous Health, Education, and Rights","field":"Social Sciences","cited_by":265,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; University of Victoria","funders":"","keywords":"Transparency (behavior); Invisibility; Environmental resource management; Geography; Business; Political science; Computer security; Computer science; Environmental science; Artificial intelligence","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.06368243,0.0009587475,0.001346771,0.006590502,0.006157971,0.01627142,0.002046428,0.005738392,0.007917724],"category_scores_gemma":[0.3013805,0.0008514784,0.001022584,0.006115896,0.05337119,0.04210974,0.01357673,0.0136029,0.0006146058],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009198303,"about_ca_system_score_gemma":0.01003903,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003807148,"about_ca_topic_score_gemma":0.00236374,"domain_scores_codex":[0.9143483,0.05625998,0.003315683,0.005813816,0.01683965,0.003422569],"domain_scores_gemma":[0.4158869,0.4840664,0.04677411,0.02358208,0.0263459,0.003344611],"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":[0.00009608609,0.00006250116,0.01483718,0.0004795748,0.00006783848,0.0003218545,0.008420921,0.0005962713,0.000142972,0.9347652,0.0059135,0.03429607],"study_design_scores_gemma":[0.00001307078,0.00001983296,0.002168569,0.0005163806,0.00003675657,0.0001214359,0.005018928,0.001172146,0.0002563944,0.9823297,0.008322043,0.00002481237],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.1321371,0.02277276,0.1239619,0.5167185,0.001204711,0.0003746489,0.0007745545,0.0001595739,0.2018962],"genre_scores_gemma":[0.9809048,0.003916825,0.00787896,0.005114099,0.0004407246,0.000180387,0.0000693745,0.00006567875,0.001429213],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.06368243,"threshold_uncertainty_score":0.3367889,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04301199127947047,"score_gpt":0.3400840722101386,"score_spread":0.2970720809306681,"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."}}