{"id":"W2495817903","doi":"10.1057/9780230120006_1","title":"A Changing World and Changing Community College","year":2011,"lang":"en","type":"book-chapter","venue":"Palgrave Macmillan US eBooks","topic":"Higher Education Research Studies","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Political science; Globalization; Community college; Higher education; Economic growth; Sociology; Medical education; Public relations; Medicine; Economics; Law","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.001708716,0.0004053236,0.0005247141,0.00166955,0.002822852,0.0000952414,0.0005279265,0.00023401,0.000818178],"category_scores_gemma":[0.000118046,0.0004161817,0.0001403356,0.000153918,0.001120878,0.000004835344,0.0006058089,0.0008619667,0.0001095642],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002208384,"about_ca_system_score_gemma":0.0002457935,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001544245,"about_ca_topic_score_gemma":0.01050705,"domain_scores_codex":[0.9974126,0.0003382172,0.000311476,0.0003684989,0.0006100823,0.0009591575],"domain_scores_gemma":[0.9981976,0.0004720781,0.0002161214,0.0005146636,0.0002435893,0.000355943],"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":[0.000009946647,0.000001852638,0.0003003039,0.0000761306,0.0001306778,0.00001993635,0.06685705,1.439419e-8,0.000003658009,0.9273136,0.000235356,0.005051507],"study_design_scores_gemma":[0.0003082543,0.0000635533,0.0006951068,0.0004707556,0.0000934387,0.000004825878,0.0107897,0.000001290711,0.00003327724,0.5314368,0.4552665,0.0008364859],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.0009216283,0.001004725,0.000008070867,0.0002372069,0.0003750364,0.0008058784,0.0001176481,0.0001672412,0.9963626],"genre_scores_gemma":[0.5424067,0.0002717198,0.00007606282,0.0002510959,0.0004381282,0.00006369279,0.00001275775,0.00005340793,0.4564264],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.5414851,"threshold_uncertainty_score":0.999829,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05855718381894207,"score_gpt":0.3236391770235262,"score_spread":0.2650819932045841,"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."}}