{"id":"W6949271262","doi":"10.5281/zenodo.10798885","title":"Alliance Research Software Survey Report","year":2024,"lang":"en","type":"report","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Research Data Management Practices","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University; Toronto Dementia Research Alliance","funders":"","keywords":"Software; Alliance; Key (lock); Software deployment; Software development; Survey research; Software peer review; Software analytics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.02012567,0.0005892565,0.0007171371,0.007895935,0.001480515,0.002548481,0.00163395,0.001032437,0.09673093],"category_scores_gemma":[0.04809995,0.0006067678,0.0004401414,0.01105083,0.0002772226,0.002116723,0.001733966,0.001168371,0.09032816],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005712312,"about_ca_system_score_gemma":0.0185347,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1131965,"about_ca_topic_score_gemma":0.10061,"domain_scores_codex":[0.9708418,0.005195823,0.003462349,0.001608869,0.01702383,0.001867352],"domain_scores_gemma":[0.8886566,0.01751994,0.00439783,0.007281681,0.07719819,0.004945757],"domain_codex":null,"domain_gemma":"evaluation","domain_candidate":"evaluation","domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.0001514973,0.0003650638,0.02582218,0.0002447314,0.00001587979,0.00004202634,0.0007100186,0.0002224943,0.0003125458,0.003152861,0.9056447,0.06331608],"study_design_scores_gemma":[0.00005276752,0.0001429076,0.06772417,0.0000908865,0.00001533388,0.00009420276,0.001636678,0.0003865548,0.0005474263,0.0004837754,0.928787,0.00003836225],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"dataset","genre_gemma":"empirical","genre_scores_codex":[0.02125712,0.0004064844,0.004837104,0.002941651,0.0004643229,0.005747125,0.7625067,0.002316821,0.1995227],"genre_scores_gemma":[0.04099019,0.0009659142,0.01241706,0.001458483,0.0002882452,0.02258598,0.7127177,0.0009868013,0.2075897],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9798743,"threshold_uncertainty_score":0.3235972,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2795504826882853,"score_gpt":0.3972484251317216,"score_spread":0.1176979424434363,"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."}}