{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","open_science","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.009376384,0.0003283814,0.0004185526,0.0007929823,0.0004988601,0.0008072683,0.004991057,0.0005035284,0.00002645299],"category_scores_gemma":[0.01432504,0.0002339567,0.0002255762,0.001772549,0.0006260825,0.0002487357,0.01178856,0.003787666,0.0003111283],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009286773,"about_ca_system_score_gemma":0.001892813,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001257243,"about_ca_topic_score_gemma":0.0001877936,"domain_scores_codex":[0.9911094,0.003629969,0.0005508309,0.001299763,0.002654074,0.0007559265],"domain_scores_gemma":[0.9834272,0.01205238,0.0001803656,0.002611953,0.00159859,0.0001295384],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001341189,0.001181606,0.003197919,0.02753522,0.002582437,0.002006559,0.1834209,0.01356308,0.003382996,0.5405945,0.06236786,0.1600329],"study_design_scores_gemma":[0.0001512341,0.0002507524,0.001468328,0.03525114,0.00009161769,0.0001216169,0.0267829,0.2591382,0.003053499,0.6694435,0.002872978,0.001374254],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3029117,0.06035364,0.5133217,0.1055848,0.004230825,0.007850206,0.001282187,0.00391361,0.0005512859],"genre_scores_gemma":[0.9416632,0.0003936281,0.05601588,0.00008367843,0.000400599,0.0007315999,0.000018454,0.0000666134,0.0006263296],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6387515,"threshold_uncertainty_score":0.9985107,"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."}}