{"id":"W4392666865","doi":"10.1007/979-8-8688-0199-0_2","title":"Software Setup","year":2024,"lang":"en","type":"book-chapter","venue":"Maker Innovations Series","topic":"Software Engineering Techniques and Practices","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Sleep Society","funders":"","keywords":"Software; Computer science; Process (computing); Software engineering; Operating system","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0001638791,0.000302479,0.0002149486,0.0003841893,0.0001181307,0.000475377,0.0006451288,0.0002554769,0.0002136287],"category_scores_gemma":[0.0000864895,0.0003011276,0.0000792043,0.0003175505,0.00005696886,0.0007518521,0.0004403185,0.0005397651,0.00051312],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005807247,"about_ca_system_score_gemma":0.0001009284,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004334535,"about_ca_topic_score_gemma":0.000004259727,"domain_scores_codex":[0.9987862,0.000003828507,0.0003290203,0.0004342983,0.0002630866,0.0001836341],"domain_scores_gemma":[0.9986401,0.000127405,0.0001235501,0.000856475,0.0002191168,0.00003332085],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[9.659102e-7,0.000002843304,0.000002126629,0.00006788768,0.00004571418,0.00004196619,0.0000661969,0.000007233108,0.000002594216,0.9411466,0.04866704,0.009948903],"study_design_scores_gemma":[0.00001390592,0.00002749999,0.0000053221,0.0001007604,0.00001262782,0.00006524888,0.000001325232,0.00004152834,0.00003552404,0.3050186,0.6944372,0.0002404596],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"other","genre_scores_codex":[0.000002015422,0.001171426,0.5795944,0.004271908,0.001828481,0.0002313668,0.00008499853,0.005010461,0.4078049],"genre_scores_gemma":[0.0000722855,0.0001164117,0.2604334,0.0003732328,0.0002135085,0.00004104297,0.00007509697,0.00006523356,0.7386098],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.6457702,"threshold_uncertainty_score":0.9999441,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02278628896380028,"score_gpt":0.2493498416270294,"score_spread":0.2265635526632291,"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."}}