{"id":"W1547895346","doi":"10.1002/9781444327694.ch8","title":"Tracking in Pursuit of Knowledge","year":2010,"lang":"en","type":"other","venue":"","topic":"Geography Education and Pedagogy","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carleton University; McGill University","funders":"","keywords":"Perspective (graphical); Context (archaeology); Tracking (education); Geography; History; Sociology; Computer science; Artificial intelligence; Archaeology","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002900314,0.00005098636,0.0001103627,0.0002899366,0.00001991,0.0000130569,0.0002165141,0.0002491101,0.05808824],"category_scores_gemma":[0.00004592899,0.000048917,0.00004333037,0.0001697373,0.0001264419,0.00001246325,0.000008700019,0.0001236419,0.000109425],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000005847309,"about_ca_system_score_gemma":0.0002257372,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.03815751,"about_ca_topic_score_gemma":0.5022041,"domain_scores_codex":[0.9995498,0.00005179179,0.00008634764,0.00008926728,0.0001102028,0.0001126067],"domain_scores_gemma":[0.9997509,0.00003429674,0.00006078119,0.00009241948,0.00002318937,0.00003847463],"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":[0.000001026883,0.0002354366,0.04878311,0.00004915121,0.00001398361,3.941991e-7,0.02521635,2.125817e-8,0.00002661559,0.117339,0.6832714,0.1250635],"study_design_scores_gemma":[0.00003919614,0.000002208879,0.004908162,0.00002322205,0.000002180144,2.500446e-8,0.001920998,5.218611e-8,0.000004784851,0.0002142145,0.9928296,0.00005531338],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0001475188,0.000448904,0.000003850717,0.0003326793,0.0009387978,0.0001004849,0.000001963663,0.00003751008,0.9979883],"genre_scores_gemma":[0.01819611,0.0001371797,0.0001573573,0.00003051585,0.0003177288,0.000004512684,0.000002318193,0.00003381887,0.9811205],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.4640465,"threshold_uncertainty_score":0.9682475,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04715082747679255,"score_gpt":0.4114110650523031,"score_spread":0.3642602375755105,"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."}}