{"id":"W4243039957","doi":"10.1007/978-1-4939-7131-2_101385","title":"Tulip","year":2018,"lang":"en","type":"book-chapter","venue":"","topic":"Language, Linguistics, Cultural Analysis","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004853508,0.001149102,0.0007316191,0.003516225,0.002377807,0.007039723,0.001187603,0.001513603,0.4357539],"category_scores_gemma":[0.001849215,0.0005587786,0.0004542399,0.003002531,0.0007791303,0.004558775,0.002577561,0.002317144,0.4552122],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001451285,"about_ca_system_score_gemma":0.001744588,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004231786,"about_ca_topic_score_gemma":0.007941408,"domain_scores_codex":[0.9994889,0.00006355003,0.00002555756,0.0001273206,0.0002259629,0.00006865541],"domain_scores_gemma":[0.9994072,0.0001293277,0.00002393372,0.0001460798,0.0002124467,0.00008105726],"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":[0.00004420212,0.00003861522,0.0001271705,0.0002059992,0.00000486822,0.00005905585,0.0003286933,0.0001406011,0.0005048683,0.07872582,0.5233666,0.3964535],"study_design_scores_gemma":[0.000003186902,0.000004030516,0.00008506907,0.0001183434,0.00000347936,0.00006098409,0.00008854258,0.0001035862,0.000297667,0.00928075,0.9899482,0.000006134829],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0003479844,0.002462894,0.005109189,0.0008113813,0.0004478391,0.00002566934,0.001170241,0.002141813,0.9874831],"genre_scores_gemma":[0.003377085,0.001729682,0.002706768,0.0003095581,0.0001135822,0.00005243274,0.001283936,0.001143067,0.9892839],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.4357539,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03884919560381219,"score_gpt":0.2161457928677122,"score_spread":0.1772965972639,"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."}}