{"id":"W1499233281","doi":"10.1007/978-3-642-13054-0_20","title":"A Literature Review on Story Test Driven Development","year":2010,"lang":"en","type":"review","venue":"Lecture notes in business information processing","topic":"Education and Learning Interventions","field":"Computer Science","cited_by":9,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Test (biology); Computer science; Biology; Ecology","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":[0.005799683,0.001025891,0.002393776,0.007854797,0.0003826786,0.001373671,0.002061793,0.001278146,0.006835631],"category_scores_gemma":[0.02580878,0.0006225636,0.001011464,0.008089493,0.0005967271,0.002078858,0.001019957,0.0009269954,0.0009743794],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001655866,"about_ca_system_score_gemma":0.006456591,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003612533,"about_ca_topic_score_gemma":0.00830324,"domain_scores_codex":[0.9967571,0.001159836,0.0006801523,0.0002684492,0.001051649,0.00008276591],"domain_scores_gemma":[0.9530336,0.04124942,0.001988218,0.0005382367,0.00294338,0.000247157],"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":[0.00008542739,0.0001205847,0.0003484286,0.0688177,0.0001451896,0.000107713,0.0001435168,0.0001613455,0.0002274295,0.0006309885,0.005677995,0.9235337],"study_design_scores_gemma":[0.0003070502,0.001186681,0.01426087,0.3367,0.003842246,0.002249706,0.001146885,0.0007184808,0.003061975,0.004003371,0.6324198,0.0001029505],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0008086226,0.9957263,0.001106138,0.0003805319,0.0001159942,0.0001345748,0.0001125546,0.00002065166,0.00159458],"genre_scores_gemma":[0.005397609,0.990379,0.003103348,0.0003073317,0.00005012356,0.0002264592,0.000146223,0.000008531684,0.0003814116],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.007854797,"threshold_uncertainty_score":0.03067201,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02760779785469543,"score_gpt":0.3227213638283443,"score_spread":0.2951135659736489,"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."}}