{"id":"W2027459246","doi":"10.1063/1.2409979","title":"Focus on Software","year":2003,"lang":"en","type":"article","venue":"Physics Today","topic":"Astronomical Observations and Instrumentation","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Software; Computer science; Word processing; Section (typography); Service (business); World Wide Web","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.006671529,0.002651492,0.00158093,0.00485377,0.001878459,0.01135961,0.004369211,0.003201503,0.3045076],"category_scores_gemma":[0.03046964,0.001404271,0.001866735,0.005735055,0.00153599,0.02130062,0.007629863,0.004795698,0.4313852],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002206592,"about_ca_system_score_gemma":0.002531833,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002298987,"about_ca_topic_score_gemma":0.001731187,"domain_scores_codex":[0.9908178,0.001285506,0.0006254961,0.002000279,0.00458965,0.0006812566],"domain_scores_gemma":[0.9743676,0.006836832,0.0006819058,0.007820311,0.008334449,0.001958836],"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":[0.0000654758,0.00007919718,0.0005095623,0.0007924897,0.00002176421,0.0001422262,0.0006409581,0.0001856367,0.002199778,0.03760934,0.5193067,0.4384469],"study_design_scores_gemma":[0.00000695207,0.00001678504,0.0002113291,0.0002412617,0.000009706011,0.0002251301,0.00008307222,0.0001983998,0.0005838354,0.007877889,0.9905308,0.00001478935],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"editorial","genre_scores_codex":[0.001952912,0.01070121,0.1417409,0.01171224,0.004395044,0.00056697,0.005093415,0.05861713,0.7652203],"genre_scores_gemma":[0.02811943,0.020171,0.1339536,0.02225683,0.005528634,0.001052146,0.01788606,0.06348889,0.7075434],"genre_candidate":"editorial","genre_consensus":null,"teacher_disagreement_score":0.3045076,"threshold_uncertainty_score":0.9920355,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01336838149786962,"score_gpt":0.2045152446715872,"score_spread":0.1911468631737176,"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."}}