{"id":"W4210450586","doi":"10.5430/ijhe.v11n7p55","title":"Aligning Theories with Conflict Management in Higher Institutions of Learning: Averting Looming Crises to Ensure Success and Stability","year":2022,"lang":"en","type":"article","venue":"International Journal of Higher Education","topic":"Education and Critical Thinking Development","field":"Social Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Looming; Conflict management; Contingency; Empirical research; Contingency theory; Public relations; Psychology; Political science; Social psychology; Economics; Law; Management; Epistemology","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":[0.01705299,0.0006951288,0.000585191,0.004973432,0.00657687,0.01331826,0.002280337,0.002844003,0.002397991],"category_scores_gemma":[0.02221214,0.0003473193,0.0006415895,0.003410041,0.01862404,0.01081588,0.008051447,0.003976568,0.0003595714],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009450331,"about_ca_system_score_gemma":0.01479642,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001549167,"about_ca_topic_score_gemma":0.002732184,"domain_scores_codex":[0.9809338,0.01334913,0.000870639,0.0009153738,0.002872669,0.001058346],"domain_scores_gemma":[0.9694442,0.01890565,0.004937442,0.001335736,0.003207334,0.002169714],"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":[0.00008402799,0.0007779461,0.04598958,0.001846356,0.0001027049,0.0007637971,0.21166,0.003924283,0.000840882,0.5998405,0.005063741,0.1291062],"study_design_scores_gemma":[0.00004778258,0.0003599398,0.02772107,0.003304186,0.00009287698,0.0006961916,0.4189113,0.007515657,0.001560476,0.4675354,0.0721224,0.0001327952],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4657502,0.008661559,0.2254906,0.07139309,0.0009921355,0.001577842,0.0001151375,0.0001506011,0.2258689],"genre_scores_gemma":[0.9706501,0.001815999,0.02341927,0.001876801,0.00009022026,0.000390951,0.00004513605,0.00001897911,0.00169252],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01705299,"threshold_uncertainty_score":0.09018594,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05601223403373445,"score_gpt":0.387685317111812,"score_spread":0.3316730830780776,"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."}}