{"id":"W4253554911","doi":"10.1063/1.2963017","title":"Focus on software","year":2008,"lang":"en","type":"article","venue":"Physics Today","topic":"Experimental Learning in Engineering","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Focus (optics); Software; Computer science; Software engineering; Physics; Programming language; Optics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00001527536,0.0001182855,0.00009386172,0.00002012892,0.00004940453,0.000006527167,0.00008833941,0.00002988962,0.00002709114],"category_scores_gemma":[0.000008529351,0.0001281967,0.00004254008,0.00009220174,0.00001635285,0.00006901289,0.00001553815,0.000164294,0.0004387504],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000572732,"about_ca_system_score_gemma":0.000003536089,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002892951,"about_ca_topic_score_gemma":1.112542e-7,"domain_scores_codex":[0.9995298,0.000004444582,0.00007213814,0.00009921161,0.0001164934,0.0001779325],"domain_scores_gemma":[0.9997356,0.00002838439,0.000007416768,0.0001759057,0.000007378922,0.00004533774],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.000004792938,0.00006576895,0.001373821,0.00003661543,0.00005732005,0.00004270409,0.001316563,0.9354492,0.03522335,0.007040429,0.006123507,0.01326593],"study_design_scores_gemma":[0.0007755588,0.0001691305,0.0046804,0.0001157827,0.00001281217,0.0000350639,0.00003418326,0.07680794,0.8813394,0.003326417,0.03153927,0.001164077],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7230754,0.0006822816,0.1841019,0.00004142528,0.001534455,0.000228858,0.00001217793,0.00434135,0.08598217],"genre_scores_gemma":[0.9937254,0.0000171079,0.00572812,0.00002097789,0.0002494527,0.00001425196,0.000004133811,0.00005743582,0.000183122],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8586413,"threshold_uncertainty_score":0.5639395,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01201153196599006,"score_gpt":0.2060925487144743,"score_spread":0.1940810167484842,"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."}}