{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002589107,0.00003935923,0.00003745175,0.00002227216,0.000732846,0.0005085647,0.000327379,0.00001687091,0.0004437389],"category_scores_gemma":[0.00006861558,0.00002436401,0.00002829847,0.00002007023,0.00006813509,0.0004380357,0.00002840495,0.0001787658,0.000162665],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001249406,"about_ca_system_score_gemma":0.00001492452,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000856684,"about_ca_topic_score_gemma":0.0001402216,"domain_scores_codex":[0.9996464,0.00004024022,0.00007013587,0.00004780713,0.00008757833,0.0001078452],"domain_scores_gemma":[0.9995337,0.00004517184,0.00002451295,0.0003267849,0.00005276455,0.00001703062],"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":[0.000004049296,0.00004495049,0.00007239828,6.675731e-7,0.000007552477,3.081819e-7,0.02130225,0.00001180859,0.0000203867,0.8421321,0.1112875,0.025116],"study_design_scores_gemma":[0.00009012394,0.00002558081,0.005355234,0.000008811057,0.000009719491,0.000001658569,0.0009138947,0.00006013596,0.000008661429,0.08396342,0.9094804,0.00008237116],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1412148,0.001336269,0.0007391819,0.06988823,0.0008061022,0.0002191666,0.00001404254,0.0006117516,0.7851705],"genre_scores_gemma":[0.9857768,0.000006479196,0.00004938517,0.00165277,0.0002529591,0.000003207965,0.000007572321,0.0000030783,0.01224773],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8445621,"threshold_uncertainty_score":0.5636533,"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."}}