{"id":"W4402189206","doi":"10.32920/26862388","title":"Community Commons: Bridging Social Infrastructure","year":2024,"lang":"en","type":"preprint","venue":"","topic":"FinTech, Crowdfunding, Digital Finance","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Commons; Bridging (networking); Business; Computer science; Political science; Computer security; Law","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","scholarly_communication","open_science","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0004492547,0.0005358919,0.0005295073,0.0003366747,0.0005660815,0.002655405,0.001141319,0.0004510909,0.0005159385],"category_scores_gemma":[0.0001645612,0.0005326677,0.000303932,0.0005175934,0.0001876647,0.00056076,0.0104841,0.003718817,0.001959112],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001722241,"about_ca_system_score_gemma":0.00006922655,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003079855,"about_ca_topic_score_gemma":0.0005614554,"domain_scores_codex":[0.9982242,0.00002116348,0.0004735849,0.0004611985,0.0003470716,0.0004727851],"domain_scores_gemma":[0.998866,0.00004090715,0.000334552,0.0005816303,0.0001655027,0.00001138371],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00002294684,0.00008838927,0.007201691,0.004622235,0.0001496249,0.00004570406,0.0002342994,0.00009581593,0.00005687369,0.312301,0.6403375,0.03484399],"study_design_scores_gemma":[0.0002954326,0.000004955383,0.02846715,0.001151106,0.0001925741,0.00001053812,0.0004715571,0.005524265,0.00007389471,0.6859321,0.2764281,0.00144836],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.4350155,0.0001097277,0.0008273017,0.003071572,0.002230321,0.0003912628,0.00005545475,0.001471741,0.5568271],"genre_scores_gemma":[0.9915385,0.000003682903,0.0002201646,0.001927648,0.002723494,0.00003987783,0.0002981984,0.0001151301,0.003133323],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.556523,"threshold_uncertainty_score":0.9997125,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02790610036579777,"score_gpt":0.2544743117257376,"score_spread":0.2265682113599399,"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."}}