{"id":"W2998416638","doi":"10.5204/mcj.2339","title":"Transformations","year":2004,"lang":"en","type":"article","venue":"M/C Journal","topic":"Freedom of Expression and Defamation","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003209796,0.00002344421,0.00003178391,0.00004405515,0.0006549024,0.0001030472,0.00008133917,0.00002851295,0.0006404755],"category_scores_gemma":[0.00005472704,0.00001942873,0.00003709662,0.00008433014,0.00004698198,0.0003761261,0.000002108004,0.00009705428,0.0001710661],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000553959,"about_ca_system_score_gemma":0.0001296209,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008454607,"about_ca_topic_score_gemma":0.0001665465,"domain_scores_codex":[0.9995226,0.00003288813,0.0000968103,0.00002510386,0.0002164069,0.0001062493],"domain_scores_gemma":[0.9997804,0.00001092848,0.0000327085,0.00002884063,0.00004856165,0.00009860168],"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":[0.00002199768,0.0001491979,0.000277885,0.000004293725,0.00001518904,0.00001857155,0.09783514,0.001523739,0.002139143,0.8108481,0.0448639,0.04230288],"study_design_scores_gemma":[0.001081482,0.00004460904,0.001246445,0.00004865645,0.000007362031,0.00004477766,0.009442845,0.0000189892,0.0005545286,0.1765838,0.8108065,0.0001200634],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.08309878,0.0001996265,0.06823969,0.03195149,0.001197029,0.0001005005,0.000001481086,0.00008220854,0.8151292],"genre_scores_gemma":[0.9966707,0.0001189053,0.001860539,0.0002929863,0.0003285207,8.802893e-7,4.37757e-7,0.000001962932,0.0007251166],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9135718,"threshold_uncertainty_score":0.7012758,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02248950058960282,"score_gpt":0.3208953532120373,"score_spread":0.2984058526224345,"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."}}