{"id":"W4406997083","doi":"10.1515/9781478091516-002","title":"Preface","year":2011,"lang":"en","type":"book-chapter","venue":"","topic":"Latin American and Latino Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Arizona State University; Western Michigan University","keywords":"Computer science","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001616979,0.0008893425,0.0008012556,0.002347396,0.003616547,0.005582252,0.001903634,0.001833357,0.4807387],"category_scores_gemma":[0.009202247,0.0003777839,0.0006792267,0.002445798,0.001094037,0.004547856,0.003050212,0.003680138,0.304005],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002619537,"about_ca_system_score_gemma":0.003083085,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004501387,"about_ca_topic_score_gemma":0.004564911,"domain_scores_codex":[0.9986337,0.0002024051,0.00009806883,0.000284255,0.0006199477,0.0001615188],"domain_scores_gemma":[0.9957922,0.0006652264,0.0001650603,0.0004677365,0.002320604,0.0005892801],"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":[0.00002148837,0.00001525982,0.0001420901,0.00009664674,0.000002034805,0.00005939075,0.0002035378,0.00004344531,0.00009184794,0.01075826,0.9592456,0.02932023],"study_design_scores_gemma":[0.000001647727,0.000007008952,0.0002138046,0.00007691939,7.873889e-7,0.00004650923,0.0001605889,0.00001721126,0.00003120244,0.001595461,0.9978461,0.000002706932],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001272887,0.006093608,0.003156648,0.02307878,0.07429192,0.0002687843,0.005983585,0.0008512844,0.8850026],"genre_scores_gemma":[0.007040373,0.004458116,0.001669268,0.006265203,0.01246586,0.0001999424,0.007306674,0.0006936853,0.9599009],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.5192614,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05422077478505296,"score_gpt":0.291574818425218,"score_spread":0.237354043640165,"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."}}