{"id":"W2310157875","doi":"10.11575/prism/29726","title":"Return to Community","year":2009,"lang":"en","type":"article","venue":"Open MIND","topic":"","field":"","cited_by":13,"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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0007159333,0.00007068081,0.0001067683,0.00003667331,0.0001564001,0.0001722285,0.0008937893,0.00003016056,0.003724718],"category_scores_gemma":[0.0001044688,0.00006790573,0.00001723037,0.0002261724,0.00001493147,0.0002526189,0.0002411777,0.0002074712,0.06681675],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005172186,"about_ca_system_score_gemma":0.00002866163,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002174693,"about_ca_topic_score_gemma":0.0006262286,"domain_scores_codex":[0.9993481,0.000178243,0.00009898708,0.0001014168,0.0001071017,0.0001661417],"domain_scores_gemma":[0.9991737,0.00002940299,0.00002897081,0.0006161318,0.00003505346,0.0001167676],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002910547,0.0006869108,0.001334693,0.000001172588,0.00002196337,0.00003304591,0.01398636,0.00002189934,0.1829738,0.00007737554,0.156279,0.6442927],"study_design_scores_gemma":[0.0005855157,0.0003324246,0.03960662,0.00003632428,0.0000139297,0.00001257959,0.0008026135,0.00002640753,0.0551731,0.0006113769,0.9025405,0.0002586106],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6841884,0.000003916244,0.000004029007,0.0005051115,0.00001748868,0.0002236196,0.00002455249,0.000001923085,0.315031],"genre_scores_gemma":[0.9849864,1.049996e-7,0.008684293,0.0004127902,0.00002162421,0.000002385721,0.00001671573,0.00001354148,0.005862121],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7462615,"threshold_uncertainty_score":0.997186,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1038191993106587,"score_gpt":0.3777742934366611,"score_spread":0.2739550941260024,"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."}}