{"id":"W4404180340","doi":"10.1109/bcd61269.2024.10743096","title":"Difference in Software Development: Novice and Expert","year":2024,"lang":"en","type":"article","venue":"","topic":"Software Engineering Techniques and Practices","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Algoma University","funders":"","keywords":"Computer science; Software development; Software engineering; Software; Programming language","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":[0.00769604,0.000182779,0.0003049672,0.001746661,0.0009807233,0.004203599,0.0007091282,0.00118029,0.002878849],"category_scores_gemma":[0.02877724,0.0001709104,0.0002108756,0.0006842627,0.004769444,0.006049414,0.004183064,0.002066307,0.0003486096],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00103465,"about_ca_system_score_gemma":0.0008906263,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006935777,"about_ca_topic_score_gemma":0.0009515532,"domain_scores_codex":[0.9925085,0.003546158,0.0003139596,0.0009533674,0.002113942,0.0005641074],"domain_scores_gemma":[0.9785587,0.01396522,0.001152931,0.001163665,0.00201782,0.003141659],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.0005186675,0.000681026,0.1509688,0.0007760357,0.00008727375,0.001552016,0.391268,0.0005595386,0.008429911,0.1231673,0.007817971,0.3141734],"study_design_scores_gemma":[0.0001175971,0.001105935,0.2824769,0.001089412,0.0000697916,0.005923233,0.4027578,0.003427127,0.005705468,0.1981026,0.09899833,0.0002258223],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9103804,0.005940581,0.01805009,0.007261071,0.0002561888,0.00005403586,0.00004295151,0.00009985991,0.05791488],"genre_scores_gemma":[0.9943535,0.0006839003,0.002179444,0.000807149,0.00003387992,0.00001760474,0.00001792847,0.00001594515,0.001890568],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00769604,"threshold_uncertainty_score":0.04070109,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0173584063624342,"score_gpt":0.2651118435601412,"score_spread":0.247753437197707,"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."}}