{"id":"W261090502","doi":"","title":"Ringing a Microbial Dinner Bell","year":2011,"lang":"en","type":"article","venue":"Sound Ideas (University of Puget Sound)","topic":"Digital Humanities and Scholarship","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Ringing; Computer science; Communication; Artificial intelligence; Psychology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.002406915,0.001000609,0.0005965553,0.001176638,0.01471374,0.0103142,0.001082902,0.004857821,0.2479095],"category_scores_gemma":[0.005850513,0.000526674,0.0007518571,0.0004388614,0.002662487,0.005670222,0.008724666,0.00994504,0.07932694],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002533676,"about_ca_system_score_gemma":0.003257118,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00583157,"about_ca_topic_score_gemma":0.02213611,"domain_scores_codex":[0.9979959,0.0003680197,0.00003917013,0.0003626164,0.0006983773,0.00053607],"domain_scores_gemma":[0.9946689,0.0003324475,0.0001108977,0.0003392021,0.0009534564,0.003595081],"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":[0.0001012461,0.00005016073,0.0001836009,0.00002778409,0.000008343188,0.00009439516,0.0003274002,0.00002311039,0.0005405635,0.007400888,0.9582319,0.03301064],"study_design_scores_gemma":[0.000008913522,0.00004638636,0.0001787802,0.00004567844,0.000003686659,0.00004217288,0.001091644,0.00002541004,0.0001769974,0.002092049,0.9962773,0.00001100659],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.008794923,0.01121111,0.006464192,0.2838951,0.1699114,0.0001886313,0.0003881409,0.002313713,0.5168327],"genre_scores_gemma":[0.02050978,0.00145441,0.002973225,0.03434329,0.005495036,0.00005809163,0.0001550683,0.0004753621,0.9345357],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2479095,"threshold_uncertainty_score":0.8293398,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05489696829753427,"score_gpt":0.1858514609415048,"score_spread":0.1309544926439705,"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."}}