{"id":"W4403849655","doi":"10.1177/29768624241275069","title":"Paraplatforms","year":2024,"lang":"en","type":"article","venue":"Platforms & Society","topic":"Digital Economy and Work Transformation","field":"Social Sciences","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Concordia University","funders":"Social Sciences and Humanities Research Council of Canada","keywords":"Computer science","routes":{"ca_aff":true,"ca_fund":true,"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":[0.000504529,0.00009500844,0.00009400122,0.00002238517,0.0004253844,0.0004577629,0.0001474771,0.000123847,0.000359197],"category_scores_gemma":[0.000009757452,0.00007624672,0.0002430841,0.0003139386,0.0001576499,0.002660386,0.00001334282,0.0001617738,0.00076146],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000112137,"about_ca_system_score_gemma":0.0001549524,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008508593,"about_ca_topic_score_gemma":0.0001388237,"domain_scores_codex":[0.9991127,0.000002243639,0.0001758252,0.0001559532,0.0002164125,0.0003368224],"domain_scores_gemma":[0.9996873,0.0000780088,0.0000187803,0.00008521612,0.00002141716,0.0001092488],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000005050363,0.00001979239,0.0001908312,0.00004446308,0.00007095318,0.00000181804,0.04517729,0.000009394329,0.000005525116,0.8165276,0.01850936,0.1194379],"study_design_scores_gemma":[0.00009075474,0.00002127248,0.0002157727,0.00004106259,0.00001530262,0.00000107383,0.009962695,0.0006136448,0.00003225518,0.1472002,0.8416331,0.0001728038],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3470401,0.001326026,0.005699837,0.001325676,0.001189776,0.0003209392,0.00001858038,0.0009609655,0.6421181],"genre_scores_gemma":[0.9960201,0.0005995965,0.0002647465,0.0004853507,0.0002719592,0.00001914667,0.00002002905,0.00001063855,0.002308404],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8231238,"threshold_uncertainty_score":0.9787282,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02024793478204722,"score_gpt":0.280274750042523,"score_spread":0.2600268152604758,"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."}}