{"id":"W6969654513","doi":"10.5281/zenodo.7600587","title":"Platforms and Knowledge Production in the Age of A.I.","year":2023,"lang":"en","type":"article","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Digital Education and Society","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"The Scarborough Hospital; University of Toronto","funders":"","keywords":"Commons; Scholarship; Corporate governance; Context (archaeology); Big data; Analytics; Knowledge production; Peer production; Narrative","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.01044311,0.0005651874,0.0004299726,0.004033057,0.01803675,0.03434725,0.001488558,0.007370412,0.01019339],"category_scores_gemma":[0.02034177,0.0005978844,0.0004825033,0.002960846,0.04923797,0.06030948,0.01990444,0.006960733,0.002678637],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005886466,"about_ca_system_score_gemma":0.004890302,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003266925,"about_ca_topic_score_gemma":0.002658607,"domain_scores_codex":[0.9943556,0.002920951,0.000189736,0.0008995722,0.0008999364,0.0007342549],"domain_scores_gemma":[0.9836935,0.009305574,0.001713005,0.002206098,0.001022604,0.002059172],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00001947358,0.0000107802,0.0003098698,0.00002734426,0.000002903034,0.000113909,0.02598027,0.00006459907,0.00009417773,0.9612339,0.005293751,0.006849165],"study_design_scores_gemma":[0.00001737837,0.0000314585,0.0005227618,0.0002890051,0.000007572366,0.0002631861,0.02088779,0.0003643851,0.0002990344,0.6560507,0.3212336,0.00003315722],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.0705082,0.01414812,0.02136601,0.2272912,0.001868394,0.00007635768,0.0001805795,0.0003563052,0.6642048],"genre_scores_gemma":[0.929432,0.006062475,0.006579097,0.009782126,0.001244762,0.0001618895,0.00007011626,0.0003031867,0.04636433],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9819632,"threshold_uncertainty_score":0.05522907,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05567423429381102,"score_gpt":0.2751201799979391,"score_spread":0.2194459457041281,"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."}}