{"id":"W4225966700","doi":"10.5430/wjel.v12n3p212","title":"Issues, Challenges, and Suggestions in Indian Higher Education","year":2022,"lang":"en","type":"article","venue":"World Journal of English Language","topic":"Global Education Systems and Policies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Openness to experience; Globe; China; Realm; Economic growth; Higher education; Independence (probability theory); Pace; Political science; Function (biology); Development economics; Accountability; Resource (disambiguation); Business; Public relations; Economics; Geography; Psychology; Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.007685098,0.0003667182,0.0003151883,0.002375444,0.007855332,0.01170544,0.002650811,0.007436847,0.00689551],"category_scores_gemma":[0.01330702,0.0002256359,0.0006937429,0.003959996,0.004425133,0.007714602,0.004095564,0.007601914,0.0009884904],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006310213,"about_ca_system_score_gemma":0.02931479,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01632115,"about_ca_topic_score_gemma":0.02576287,"domain_scores_codex":[0.9917624,0.003214172,0.000490253,0.0006097697,0.001929313,0.001994047],"domain_scores_gemma":[0.9857351,0.00403548,0.0009763775,0.0002804057,0.004547543,0.004424974],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001183822,0.0006380494,0.02507056,0.00294773,0.00005901667,0.005318491,0.03411961,0.001198425,0.0009411166,0.2158294,0.478888,0.2348712],"study_design_scores_gemma":[0.00002017554,0.00007748287,0.01571886,0.003176374,0.00004444827,0.002182922,0.3069463,0.001127374,0.0004701067,0.07063598,0.5994504,0.0001495363],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.01109087,0.01286153,0.0004982135,0.955579,0.003157705,0.00003500711,0.00004676421,0.00004375626,0.01668711],"genre_scores_gemma":[0.6810547,0.05505724,0.009504231,0.215095,0.004720954,0.0001782846,0.0002015396,0.00006628151,0.03412179],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01632115,"threshold_uncertainty_score":0.045784,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02037262988932248,"score_gpt":0.3274869368816939,"score_spread":0.3071143069923714,"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."}}