{"id":"W6925293720","doi":"10.17895/ices.pub.25258336.v1","title":"The DFO Experience with Inclusive Advisory Processes","year":2007,"lang":"en","type":"other","venue":"Open MIND","topic":"FinTech, Crowdfunding, Digital Finance","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Mandate; Government (linguistics); Transparency (behavior); Advisory committee; Audit; Public participation; Quality (philosophy)","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":["scholarly_communication","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0001974452,0.0003319648,0.0002640062,0.0002293718,0.0002857558,0.001629176,0.001480294,0.0001422737,0.003401319],"category_scores_gemma":[0.000194846,0.0002171392,0.00003080928,0.0007897714,0.0002835128,0.0009596371,0.001069414,0.0001929498,0.002950733],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000381025,"about_ca_system_score_gemma":0.0001216857,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004287195,"about_ca_topic_score_gemma":0.002993497,"domain_scores_codex":[0.9985387,0.000002937009,0.000217969,0.000514138,0.0003286883,0.0003975559],"domain_scores_gemma":[0.9988484,0.00005194152,0.0005264253,0.000426339,0.0001348948,0.00001198514],"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":[0.0002595294,0.0001785796,0.002847919,0.0005284639,0.0001125008,0.0002280487,0.0005758736,0.000002723711,0.0000217767,0.003716023,0.6929007,0.2986279],"study_design_scores_gemma":[0.0002054572,0.00001257535,0.00007136785,0.0006569806,0.00001897054,0.000004039671,0.0005770911,0.00000527443,0.0001133292,0.00010404,0.9978578,0.0003730761],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001272505,0.0006109076,0.0001689534,0.0001423166,0.0002238993,0.0008177963,0.000008821357,0.00002035699,0.9967344],"genre_scores_gemma":[0.02183481,0.00004802211,0.0006047566,0.0003691081,0.0008676333,0.00009863455,0.000033265,0.0003361422,0.9758076],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.3049571,"threshold_uncertainty_score":0.9994072,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02411070649735727,"score_gpt":0.2829431309397639,"score_spread":0.2588324244424067,"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."}}