{"id":"W4392197751","doi":"10.21203/rs.3.rs-3988946/v1","title":"Qualitative Evidence Synthesis Using the Costaqda Online Software","year":2024,"lang":"en","type":"preprint","venue":"Research Square","topic":"Edcuational Technology Systems","field":"Computer Science","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"Centre for Global Health Research","funders":"","keywords":"Computer science; Software; Software engineering; Programming language","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.09026222,0.002983446,0.006124058,0.01825337,0.005849448,0.00785944,0.004996046,0.001933898,0.1166062],"category_scores_gemma":[0.1910573,0.003228202,0.007990663,0.01926585,0.003011073,0.00293678,0.009663985,0.004353738,0.005729467],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01370932,"about_ca_system_score_gemma":0.03939843,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01448238,"about_ca_topic_score_gemma":0.03644543,"domain_scores_codex":[0.9320432,0.04719861,0.01036628,0.005434618,0.003781249,0.001176047],"domain_scores_gemma":[0.806434,0.1547694,0.007127201,0.009918687,0.02066389,0.001086781],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.003476307,0.0006114295,0.002512668,0.2746323,0.003034945,0.0008401698,0.07255796,0.02215581,0.005481342,0.1435826,0.07831308,0.3928014],"study_design_scores_gemma":[0.009692089,0.000803444,0.005857073,0.1069957,0.008154019,0.000309517,0.06035597,0.03322287,0.01357258,0.333093,0.4267998,0.001143938],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.021729,0.0050885,0.4781887,0.006372857,0.0009819914,0.3165628,0.1427876,0.004098352,0.02419026],"genre_scores_gemma":[0.02576639,0.001075363,0.5053622,0.0005258629,0.00003936267,0.4584444,0.004195963,0.0006254181,0.003965057],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.1166062,"threshold_uncertainty_score":0.4773579,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3751466797111007,"score_gpt":0.5481747406943616,"score_spread":0.1730280609832609,"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."}}