{"id":"W2111991451","doi":"10.24043/isj.222","title":"An Island Studies Course at a Liberal Arts Institution: Pedagogy from a Natural History Perspective","year":2008,"lang":"en","type":"article","venue":"Island Studies Journal","topic":"Island Studies and Pacific Affairs","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Prince Edward Island","funders":"","keywords":"Liberal arts education; Perspective (graphical); Curiosity; Natural (archaeology); Institution; Curriculum; Pedagogy; The arts; Higher education; Mathematics education; Sociology; Engineering ethics; Psychology; Political science; Social science; Engineering; Geography; Visual arts; Art; Archaeology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.0005888216,0.0003476067,0.0007353796,0.0001021587,0.005290647,0.00005086952,0.0002927845,0.0001238878,0.0002643976],"category_scores_gemma":[0.0002668132,0.0002568589,0.0002433854,0.0001569249,0.001984098,0.0004865163,0.0001324074,0.0005641032,0.00004999925],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00197169,"about_ca_system_score_gemma":0.0005878372,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008372305,"about_ca_topic_score_gemma":0.09439148,"domain_scores_codex":[0.9972964,0.0003604416,0.0004421104,0.000441745,0.0007604603,0.0006988266],"domain_scores_gemma":[0.998072,0.000291711,0.0002846517,0.0002145014,0.0009227174,0.0002144731],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0002723944,0.0001356512,0.01974593,0.000007050441,0.001359411,0.0007942098,0.6471177,0.0000222506,0.000006356974,0.001982437,0.3279831,0.0005735125],"study_design_scores_gemma":[0.001997792,0.000365766,0.0124351,0.00008997408,0.0002226935,0.0003604838,0.6303174,0.00002525469,0.000001881928,0.003158438,0.3504299,0.00059534],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6196992,0.2696469,0.00004352703,0.005971984,0.009744386,0.000331552,0.00006469618,0.0001174797,0.09438025],"genre_scores_gemma":[0.9366888,0.04468852,0.0001141298,0.0002801485,0.00410594,0.00001685802,0.000004819987,0.00001738757,0.01408342],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3169895,"threshold_uncertainty_score":0.9999884,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07720497388587154,"score_gpt":0.3820029791752941,"score_spread":0.3047980052894226,"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."}}