{"id":"W3039846764","doi":"10.1353/llt.2020.0019","title":"Herb Childress, &lt;em&gt;Adjunct Underclass: How America’s Colleges Betrayed Their Faculty, Their Students, and Their Mission&lt;/em&gt;","year":2020,"lang":"en","type":"article","venue":"Labour / Le Travail","topic":"Research, Science, and Academia","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Underclass; Adjunct; Casual; Sociology; Law; Mainstream; Dilemma; Political 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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.003244491,0.000815448,0.001249525,0.0003648316,0.001238733,0.002606848,0.004850869,0.0003650067,0.0005388721],"category_scores_gemma":[0.001900955,0.0004765844,0.0003850874,0.003296301,0.001197377,0.001162897,0.001003817,0.001118387,0.0003239573],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008364785,"about_ca_system_score_gemma":0.0005699466,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001035787,"about_ca_topic_score_gemma":0.0003629466,"domain_scores_codex":[0.9907718,0.0009616753,0.001000061,0.002033378,0.00380626,0.001426826],"domain_scores_gemma":[0.995044,0.001403872,0.0004985214,0.001129819,0.0005239224,0.001399876],"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":[0.000642088,0.001121591,0.04041469,0.0001284518,0.0006086292,0.0001359235,0.07323705,0.0002521097,0.1121564,0.004276376,0.3909366,0.37609],"study_design_scores_gemma":[0.002578066,0.0005624563,0.2398841,0.0001016364,0.00002061855,0.00003318616,0.05394358,0.001785596,0.007869478,0.007135837,0.6850083,0.001077138],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9562439,0.00419471,0.001109296,0.03382153,0.000316507,0.001104511,0.0007821334,0.0002259693,0.00220144],"genre_scores_gemma":[0.9797474,0.001640746,0.0002667206,0.003308734,0.000422718,0.00003881877,0.00003537738,0.00007121051,0.0144683],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3750129,"threshold_uncertainty_score":0.9997686,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08061757723346963,"score_gpt":0.3387908181403956,"score_spread":0.2581732409069259,"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."}}