{"id":"W4242656380","doi":"10.3828/indexer.2009.51","title":"Software Solutions","year":2009,"lang":"en","type":"article","venue":"The Indexer","topic":"Publishing and Scholarly Communication","field":"Arts and Humanities","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer science; Software; Software engineering; Programming language","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":["scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.002613672,0.001043134,0.0004731437,0.00244275,0.002583081,0.006650988,0.001469744,0.002078065,0.2656252],"category_scores_gemma":[0.01030526,0.0008542609,0.0005845677,0.002826115,0.0006530222,0.005782843,0.003385966,0.00255799,0.2351325],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002640078,"about_ca_system_score_gemma":0.004699075,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01144134,"about_ca_topic_score_gemma":0.02514689,"domain_scores_codex":[0.9957866,0.0003498185,0.0002078858,0.000486624,0.002803155,0.0003659716],"domain_scores_gemma":[0.9938261,0.0005879658,0.0001728123,0.0008475658,0.003604959,0.0009605498],"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":[0.00002248193,0.00002308685,0.0001771553,0.00008990973,0.000004287206,0.00004820656,0.0002509379,0.00008006245,0.0009647005,0.0219963,0.8312477,0.1450951],"study_design_scores_gemma":[0.000003031296,0.000004244015,0.00006917494,0.00002139344,0.000001058308,0.00003437375,0.00005267774,0.00009991514,0.0001932267,0.001189639,0.9983267,0.000004551973],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"methods","genre_scores_codex":[0.001606337,0.004511473,0.04312067,0.01955088,0.004271405,0.000283922,0.003480592,0.02476392,0.8984107],"genre_scores_gemma":[0.006602133,0.003227792,0.01785638,0.002439807,0.0005503997,0.0001095279,0.006015626,0.00469237,0.958506],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.993349,"threshold_uncertainty_score":0.8886049,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06588793989174313,"score_gpt":0.2351472053086539,"score_spread":0.1692592654169107,"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."}}