{"id":"W2563362317","doi":"","title":"NEED OF QUALITATIVE PARADIGM SHIFT IN HIGHER EDUCATION","year":2013,"lang":"en","type":"article","venue":"","topic":"Diverse Scientific Research Studies","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Metropolitan area; Economic growth; Higher education; Political science; Geography; Development economics; Economics","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.5881891,0.001565582,0.003920197,0.007773876,0.02279084,0.03147745,0.01423202,0.01407398,0.01038374],"category_scores_gemma":[0.3804209,0.002218599,0.002468637,0.007014346,0.05576009,0.04345449,0.03704747,0.02289436,0.002086359],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.04715621,"about_ca_system_score_gemma":0.1104836,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01054396,"about_ca_topic_score_gemma":0.0182236,"domain_scores_codex":[0.3439605,0.6162853,0.01031398,0.006550342,0.01642647,0.006463371],"domain_scores_gemma":[0.3177671,0.5515062,0.01274655,0.04613647,0.05425734,0.01758651],"domain_codex":"methods","domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0004045233,0.0006066065,0.00252185,0.01061399,0.0001250786,0.000459873,0.5353874,0.0007790972,0.001324352,0.3301923,0.02458086,0.09300415],"study_design_scores_gemma":[0.0004267382,0.0002777995,0.000824985,0.0124784,0.00004772596,0.0004784233,0.523401,0.001809619,0.0007046091,0.355275,0.1041196,0.0001562075],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.02006501,0.005869791,0.09925771,0.8480155,0.007214561,0.007789347,0.0002736004,0.0002516627,0.01126288],"genre_scores_gemma":[0.3447924,0.005517221,0.3917516,0.1987376,0.002036534,0.05109702,0.0004048198,0.0005109336,0.005151988],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.5881891,"threshold_uncertainty_score":0.5078362,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3567733367520659,"score_gpt":0.5655982860469162,"score_spread":0.2088249492948503,"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."}}