{"id":"W2005118522","doi":"10.1353/rhe.2004.0030","title":"Tenuous Ties: The Limited-Term Full-time Faculty in Canadian Universities","year":2004,"lang":"en","type":"article","venue":"Review of higher education/The review of higher education","topic":"Higher Education Research Studies","field":"Social Sciences","cited_by":23,"is_retracted":false,"has_abstract":true,"ca_institutions":"York University","funders":"","keywords":"Hierarchy; Term (time); Full-time; Perception; Higher education; Sociology; University faculty; Occupational mobility; Public relations; Psychology; Political science; Demographic economics; Medical education; Economics; Law","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.003277495,0.0001947877,0.0004382099,0.004634359,0.01363369,0.0052478,0.001782722,0.0007802433,0.002976113],"category_scores_gemma":[0.01109262,0.0002089305,0.00019586,0.01134543,0.005316337,0.001971439,0.003685239,0.001130891,0.0001221629],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.05491019,"about_ca_system_score_gemma":0.09219009,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9762358,"about_ca_topic_score_gemma":0.9929174,"domain_scores_codex":[0.9953905,0.0004418672,0.0001581827,0.00030529,0.002560478,0.001143653],"domain_scores_gemma":[0.9907318,0.001277141,0.001742741,0.0001459226,0.002384366,0.003717987],"domain_codex":null,"domain_gemma":"incentives","domain_candidate":"incentives","domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.0002424944,0.0001023768,0.4078377,0.00154166,0.00008717295,0.001871281,0.3028826,0.0003865811,0.001298641,0.02352697,0.01566509,0.2445575],"study_design_scores_gemma":[0.00001039151,0.00005021426,0.6489935,0.0009182409,0.0000489083,0.0005001379,0.2879635,0.0001240209,0.0001672966,0.001602935,0.05955304,0.00006774371],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9276612,0.03143222,0.0002455984,0.0128374,0.0001361268,0.00004205655,0.0003898955,0.000007710566,0.02724782],"genre_scores_gemma":[0.9860429,0.0108482,0.0001377374,0.0007039651,0.00002109059,0.000008870829,0.00008882475,0.00000370096,0.002144896],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9967225,"threshold_uncertainty_score":0.3984031,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02337082994051151,"score_gpt":0.3881218600645481,"score_spread":0.3647510301240366,"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."}}