{"id":"W4225768984","doi":"10.2139/ssrn.4043229","title":"Analysis of Cross-Platform Effects: A Technical Note","year":2022,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"ICT Impact and Policies","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Quest University Canada","funders":"","keywords":"Computer science; Econometrics; Mathematics","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":[],"consensus_categories":[],"category_scores_codex":[0.0051454,0.0009942931,0.001610163,0.002054542,0.001060588,0.002766821,0.001615526,0.001190729,0.04261241],"category_scores_gemma":[0.01672173,0.0003793206,0.004161596,0.002543736,0.0008435457,0.005010698,0.002435648,0.003033662,0.002508734],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00110616,"about_ca_system_score_gemma":0.002964882,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01293219,"about_ca_topic_score_gemma":0.009662876,"domain_scores_codex":[0.9970223,0.001057824,0.0001436377,0.000433827,0.0008415853,0.0005006756],"domain_scores_gemma":[0.9792037,0.0157455,0.000984933,0.002384292,0.001456242,0.000225328],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.001286072,0.001335891,0.06493009,0.002080357,0.002920292,0.001643638,0.0008314747,0.08934157,0.01547164,0.5155979,0.02633112,0.2782299],"study_design_scores_gemma":[0.0003492837,0.003292044,0.1116157,0.000646056,0.004684511,0.0008809648,0.002567773,0.1584849,0.06580619,0.5497172,0.101641,0.0003143806],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2962021,0.006784476,0.4625941,0.00989199,0.00149425,0.001605715,0.01007344,0.001706871,0.2096471],"genre_scores_gemma":[0.9004374,0.002305364,0.04023664,0.001338488,0.0006109289,0.0006319837,0.001233338,0.0003610617,0.05284475],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.04261241,"threshold_uncertainty_score":0.1425527,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004863593039177137,"score_gpt":0.2631547754000609,"score_spread":0.2582911823608838,"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."}}