{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004288027,0.0008003634,0.0005603114,0.00164311,0.006547706,0.0101597,0.002610284,0.003612689,0.1474461],"category_scores_gemma":[0.006784512,0.0005193905,0.001396572,0.001714422,0.005072213,0.007428411,0.01099943,0.005244384,0.05182982],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008298322,"about_ca_system_score_gemma":0.01335894,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02614687,"about_ca_topic_score_gemma":0.02774501,"domain_scores_codex":[0.9934393,0.001066977,0.0002858286,0.001270841,0.002525183,0.001411803],"domain_scores_gemma":[0.9963365,0.0002904803,0.0001732006,0.0009853659,0.001542908,0.0006716229],"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":[0.00004760877,0.00007057418,0.0008991559,0.0001914571,0.000012609,0.0002771331,0.004470902,0.000164967,0.0006707569,0.6411591,0.2703272,0.08170868],"study_design_scores_gemma":[0.000002323768,0.00001049222,0.000511996,0.00004388599,0.000002322085,0.00006762931,0.0006068219,0.00005586135,0.0001211067,0.01250545,0.9860657,0.000006329054],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.003231664,0.0005987157,0.003407343,0.008603182,0.001465662,0.0002058595,0.0004313693,0.0003792392,0.9816771],"genre_scores_gemma":[0.05596202,0.0009381041,0.002986257,0.009544514,0.0003567502,0.0002376266,0.0009834256,0.0004212596,0.92857],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1474461,"threshold_uncertainty_score":0.4932562,"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."}}