{"id":"W4382542808","doi":"10.52843/cassyni.tc744c","title":"Rentiership in EdTech: Data as asset, data as rent?","year":2023,"lang":"en","type":"preprint","venue":"","topic":"Scientific Computing and Data Management","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"York University","funders":"Economic and Social Research Council","keywords":"Asset (computer security); Business; Data science; Finance; Actuarial science; Public relations; Computer science; Political science; Computer security","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":[0.003713671,0.0003608954,0.0005728039,0.001442878,0.001803529,0.01161719,0.001151901,0.00337056,0.0671349],"category_scores_gemma":[0.01457738,0.0004241291,0.0003279918,0.002115418,0.002792038,0.02619882,0.006965333,0.003291889,0.01259656],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001916164,"about_ca_system_score_gemma":0.001456202,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002071197,"about_ca_topic_score_gemma":0.003562541,"domain_scores_codex":[0.997946,0.0008556458,0.0001496319,0.0001654871,0.0006342177,0.0002490779],"domain_scores_gemma":[0.9940884,0.003718493,0.0002958048,0.0007611054,0.0004490291,0.0006872314],"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":[0.0001200093,0.00009106354,0.002186581,0.0003962065,0.00001337183,0.0005879311,0.002865373,0.0006321054,0.0006582771,0.5330523,0.279282,0.1801148],"study_design_scores_gemma":[0.00001250063,0.0000167239,0.0009781657,0.0002848671,0.000004892358,0.0005546725,0.002000521,0.001297989,0.0007903713,0.09024584,0.903782,0.00003147595],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.03112571,0.01102533,0.1304564,0.08655603,0.003723335,0.0001675179,0.002046251,0.005828489,0.729071],"genre_scores_gemma":[0.4777883,0.01662007,0.06599936,0.0164378,0.003428741,0.0002267914,0.00481542,0.004442819,0.4102407],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9981965,"threshold_uncertainty_score":0.2245886,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.8650030536277712,"score_gpt":0.5773653292548985,"score_spread":0.2876377243728727,"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."}}