{"id":"W4327890025","doi":"10.5281/zenodo.7716155","title":"Commons and Policy: Compilation of Inputs and Reflections – IASC Europe and CIS Colloquium Series 2022","year":2023,"lang":"en","type":"report","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"FinTech, Crowdfunding, Digital Finance","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Concordia University","funders":"","keywords":"Commons; Series (stratigraphy); Political science; Geology; Law","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.0007385837,0.0002381783,0.0003310132,0.0009556687,0.001458724,0.001448046,0.0003397504,0.0001227554,0.0004536708],"category_scores_gemma":[0.001888947,0.0002685063,0.00003521897,0.001685871,0.0004177475,0.0008705397,0.002582439,0.0003344539,0.0003766624],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001049195,"about_ca_system_score_gemma":0.00001870265,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003518842,"about_ca_topic_score_gemma":0.00003689792,"domain_scores_codex":[0.9982933,0.00005228409,0.0003953236,0.0004969782,0.0004674569,0.0002946578],"domain_scores_gemma":[0.9979863,0.00003305875,0.0004182022,0.0003066203,0.001215116,0.00004070227],"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":[0.00016187,0.000135483,0.0006942996,0.002841483,0.0001824229,0.00003384112,0.0005037629,0.00001347001,0.003047462,0.03273611,0.9189349,0.04071483],"study_design_scores_gemma":[0.0002214505,0.00008655934,0.01231591,0.0001919009,0.00004203509,0.0001212175,0.0000854563,0.0000734739,0.00003608889,0.0005493021,0.9860398,0.0002368522],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.03279636,0.0005757103,0.0006065937,0.003463525,0.000524439,0.001195521,0.001337612,0.001584342,0.9579159],"genre_scores_gemma":[0.9326305,0.006052637,0.0001766113,0.000324958,0.001795776,6.408799e-7,0.008189581,0.004890339,0.04593894],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.9119769,"threshold_uncertainty_score":0.9999767,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09555232728347572,"score_gpt":0.3050131892464769,"score_spread":0.2094608619630011,"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."}}