{"id":"W2624967399","doi":"10.1016/j.dam.2017.05.010","title":"Preface: CALDAM 2015","year":2017,"lang":"en","type":"article","venue":"Discrete Applied Mathematics","topic":"National Identity and Symbolism","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Mathematics; Combinatorics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0005724111,0.00008451835,0.0001468737,0.00003072428,0.001535555,0.0004240373,0.0005973675,0.00009250138,0.0002784596],"category_scores_gemma":[0.0003048413,0.00007958488,0.00005285362,0.00003855325,0.0003081063,0.0002215011,0.0001042941,0.00009731938,0.000511059],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003930725,"about_ca_system_score_gemma":0.00007915807,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003158461,"about_ca_topic_score_gemma":0.0006541797,"domain_scores_codex":[0.9989703,0.00001219686,0.0001646137,0.0001375248,0.0004913839,0.0002240165],"domain_scores_gemma":[0.9991782,0.000071025,0.0001700435,0.0004171711,0.00005984573,0.0001036905],"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":[0.000001508539,0.0000320615,0.00004934409,0.00002037648,0.00001140917,0.000001090407,0.006034495,0.000001594341,0.0001981414,0.9882447,0.004880871,0.0005244227],"study_design_scores_gemma":[0.0004305972,0.000007525833,0.002374555,0.00003611231,0.00004702609,7.427298e-7,0.006938908,0.0001647684,0.0005720266,0.8490952,0.1399796,0.0003528957],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.04394085,0.00003817379,0.002592417,0.003110886,0.0002880546,0.0003830829,0.00001635627,0.0001000279,0.9495301],"genre_scores_gemma":[0.9760651,0.00006381786,0.01034637,0.00009931211,0.0003626276,0.00003642117,0.000007435272,0.00001589767,0.01300299],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9365272,"threshold_uncertainty_score":0.9997643,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03651210176049618,"score_gpt":0.3672406795216968,"score_spread":0.3307285777612006,"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."}}