{"id":"W2302335834","doi":"10.1136/bmj.i1468","title":"Reinventing qualitative research","year":2016,"lang":"en","type":"letter","venue":"BMJ","topic":"Primary Care and Health Outcomes","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Data science; Computer science; World Wide Web; Information retrieval; Medicine","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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.7986078,0.003502487,0.009042492,0.01223873,0.02735478,0.04407272,0.02702188,0.1310951,0.01613101],"category_scores_gemma":[0.8493761,0.005686668,0.008459082,0.007633504,0.169067,0.1195209,0.07989735,0.1705735,0.01358059],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.05277072,"about_ca_system_score_gemma":0.1198371,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0140615,"about_ca_topic_score_gemma":0.01731199,"domain_scores_codex":[0.1046475,0.7270373,0.03658174,0.01774578,0.1038224,0.01016534],"domain_scores_gemma":[0.03086823,0.8416771,0.01098383,0.04605451,0.05370906,0.01670724],"domain_codex":"methods","domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0004262786,0.0002781618,0.0009872323,0.009554264,0.0003587535,0.001200661,0.06498591,0.0003977181,0.0008753638,0.1987235,0.6393385,0.08287366],"study_design_scores_gemma":[0.0004594272,0.0003175032,0.0004749952,0.02713256,0.00008875513,0.0008672112,0.02556174,0.0008636032,0.0004432938,0.1844456,0.7589769,0.0003683105],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0001553208,0.004195796,0.003509506,0.9751669,0.01576575,0.0001660828,0.00002284999,0.00007321081,0.0009445138],"genre_scores_gemma":[0.006217012,0.002883489,0.01302108,0.9636641,0.01062899,0.002095449,0.00004370774,0.0001819625,0.001264311],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.7986078,"threshold_uncertainty_score":0.3828802,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5289647402635524,"score_gpt":0.6787565672937791,"score_spread":0.1497918270302266,"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."}}