{"id":"W4239078378","doi":"10.1007/978-1-4939-7131-2_101012","title":"Ruby on Rails","year":2018,"lang":"en","type":"book-chapter","venue":"","topic":"Library Science and Information Systems","field":"Computer Science","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":[0.000297012,0.0008369086,0.0005456619,0.002015288,0.002174051,0.004011937,0.0009762308,0.001297509,0.2050558],"category_scores_gemma":[0.0012709,0.0004033271,0.0005232939,0.001649078,0.00135446,0.004705949,0.002819349,0.002670574,0.114337],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00211031,"about_ca_system_score_gemma":0.001889964,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009916722,"about_ca_topic_score_gemma":0.01875884,"domain_scores_codex":[0.9996525,0.00004558855,0.00001100798,0.00006587165,0.0001693239,0.00005570571],"domain_scores_gemma":[0.9997682,0.00004596203,0.000009725631,0.00004994492,0.00008940428,0.00003676819],"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":[0.000022063,0.00001819574,0.00007215426,0.0001632441,0.000005193398,0.000039041,0.0003787513,0.0002970628,0.0004077404,0.1970881,0.5441931,0.2573154],"study_design_scores_gemma":[0.000001245533,0.000003824722,0.00004378674,0.00006158612,0.000001231749,0.00002454401,0.00006152225,0.00005733799,0.00008660297,0.008688241,0.990967,0.000003018969],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0006017889,0.005486225,0.006268876,0.002460513,0.00137826,0.00002308809,0.0001745133,0.001404389,0.9822024],"genre_scores_gemma":[0.003792401,0.001992131,0.001863667,0.0006135926,0.0001991883,0.00001488957,0.0001158715,0.0006554091,0.9907527],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2050558,"threshold_uncertainty_score":0.6859798,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02926458712143547,"score_gpt":0.211811416341338,"score_spread":0.1825468292199025,"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."}}