{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003336106,0.00112083,0.0006614625,0.002418673,0.004216517,0.005142662,0.002416062,0.003544291,0.05373572],"category_scores_gemma":[0.01197549,0.0003484069,0.0005031938,0.003721997,0.007891578,0.01221558,0.005514397,0.006722473,0.01703617],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003290368,"about_ca_system_score_gemma":0.001270053,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003136399,"about_ca_topic_score_gemma":0.003260537,"domain_scores_codex":[0.993623,0.003590287,0.00046376,0.0009995224,0.0008582314,0.0004653005],"domain_scores_gemma":[0.9933982,0.003489093,0.0004682801,0.0009696186,0.001500575,0.0001743644],"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":[0.00006212741,0.0000135882,0.0002552671,0.0002349474,0.000009109056,0.0005136254,0.006743391,0.00005573687,0.0003817146,0.8392367,0.1341648,0.01832893],"study_design_scores_gemma":[0.00001443882,0.00002467845,0.0003885014,0.0003042282,0.000008192276,0.00133721,0.004372443,0.000420737,0.0004711824,0.1513676,0.8412607,0.00003001896],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.01764988,0.008761213,0.06486569,0.1261415,0.02811148,0.000206357,0.002587183,0.0009554775,0.7507211],"genre_scores_gemma":[0.6410243,0.007195992,0.02377775,0.1211694,0.02284315,0.0008811238,0.004780355,0.002258805,0.1760691],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.05373572,"threshold_uncertainty_score":0.1797639,"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."}}