{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001623342,0.000967015,0.000775636,0.001060183,0.01333,0.006166253,0.001823308,0.007199903,0.546057],"category_scores_gemma":[0.006447327,0.0003572324,0.0008355228,0.0008247564,0.001201816,0.00280886,0.006018083,0.00583625,0.1654626],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00477167,"about_ca_system_score_gemma":0.01479192,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.09419186,"about_ca_topic_score_gemma":0.2893827,"domain_scores_codex":[0.9981078,0.0001069776,0.00004628459,0.0001479437,0.0006749912,0.0009159626],"domain_scores_gemma":[0.9932546,0.0001302864,0.00005939427,0.0001585806,0.002755167,0.003641952],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002996887,0.00002662321,0.0001153178,0.00001894482,0.000001457916,0.0001157665,0.00007496632,0.000004478897,0.00004527746,0.0003484056,0.9910233,0.008195426],"study_design_scores_gemma":[0.00001662513,0.00002739845,0.0009104945,0.00006181163,0.000003501547,0.0001086514,0.001205731,0.00001581369,0.00008572004,0.0004733676,0.9970783,0.00001254117],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.005226662,0.005035265,0.0005708911,0.3290671,0.1496805,0.0005437562,0.002089627,0.0009668035,0.5068194],"genre_scores_gemma":[0.005347393,0.0009419058,0.0001185995,0.01490867,0.003261802,0.00004619086,0.0004069502,0.0001116835,0.9748569],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.546057,"threshold_uncertainty_score":0.6474946,"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."}}