{"id":"W4245853846","doi":"10.1007/s10485-013-9342-7","title":"Foreword","year":2013,"lang":"en","type":"article","venue":"Applied Categorical Structures","topic":"Homotopy and Cohomology in Algebraic Topology","field":"Mathematics","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"York University","funders":"","keywords":"Computer science","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":[0.00006482256,0.0001861291,0.0002739668,0.00004502516,0.0001217626,0.00001985068,0.0003041218,0.0002550102,0.004689075],"category_scores_gemma":[0.0000768536,0.000138348,0.00006604685,0.0001318298,0.0001827198,0.00003977702,0.0000857799,0.0002903372,0.0004693657],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003112925,"about_ca_system_score_gemma":0.00001878961,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004036797,"about_ca_topic_score_gemma":0.000007453251,"domain_scores_codex":[0.9988758,0.00003172161,0.0002534006,0.0002818671,0.0001525206,0.0004047148],"domain_scores_gemma":[0.9991494,0.0002922316,0.00007152597,0.0003332335,0.00003056397,0.000123071],"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":[0.000006251108,0.00001954127,0.000121438,0.000009528547,0.00002900589,0.000004755443,0.0001047225,4.903147e-7,0.0007235418,0.9703718,0.01659973,0.01200923],"study_design_scores_gemma":[0.0002270289,0.00003001063,0.003246056,1.427312e-7,0.00001789139,0.00004280463,0.00008780014,0.00001169434,0.001615407,0.9925085,0.002044056,0.0001685559],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8646412,0.00006552158,0.04190898,0.001664486,0.0005722312,0.0008398605,0.000002183226,0.0004831743,0.08982231],"genre_scores_gemma":[0.9952733,0.000002451487,0.002826046,0.0007258842,0.0002192386,0.0001682388,0.000005255452,0.00002284941,0.0007567468],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.130632,"threshold_uncertainty_score":0.9962208,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02276687629609288,"score_gpt":0.2781727080522033,"score_spread":0.2554058317561105,"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."}}