{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007605694,0.00004213282,0.00004967448,0.0001134217,0.0003912153,0.0003390497,0.0006776275,0.00001801895,0.00007487542],"category_scores_gemma":[0.000290046,0.00003339559,0.00001600474,0.001028288,0.00008291782,0.0003247931,0.000491542,0.00008461788,0.0007341267],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002192024,"about_ca_system_score_gemma":0.000003296716,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003129548,"about_ca_topic_score_gemma":2.922048e-7,"domain_scores_codex":[0.9993966,0.00006015864,0.0001076043,0.0001677502,0.0001448705,0.000123054],"domain_scores_gemma":[0.9995607,0.00001785807,0.00002971017,0.0002500109,0.0001134864,0.00002827555],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000008992317,0.0002979613,0.00004718328,0.0001164216,0.00001542578,0.000007913064,0.0846597,0.00004380422,0.001819927,0.1471908,0.33601,0.4297819],"study_design_scores_gemma":[0.0001936015,0.0000863503,0.01726266,0.00001899904,0.000001241708,0.00003551487,0.002500833,0.0009078013,0.0002589311,0.003199821,0.975446,0.00008825758],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7007073,0.0001062212,0.004386944,0.005836316,0.0003898837,0.0007426766,0.00001933134,0.001120976,0.2866903],"genre_scores_gemma":[0.9986152,0.00005094696,0.0001304053,0.00007113122,0.00003148749,3.05045e-8,0.00009963066,0.00009151157,0.0009096782],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6394359,"threshold_uncertainty_score":0.9435959,"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."}}