{"id":"W7046028303","doi":"","title":"Code4Lib 2007: Forget The Lipstick, This Pig Just Needs Social Skills","year":2007,"lang":"en","type":"other","venue":"Bulletin of Miscellaneous Information (Royal Gardens Kew)","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Session (web analytics); Work (physics); Information system; Data collection; Natural (archaeology); Linked data","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":[0.001693804,0.0006683102,0.0004349498,0.001766982,0.003826264,0.009620109,0.001667562,0.003058872,0.4252111],"category_scores_gemma":[0.007971929,0.0005695758,0.0004100982,0.002292353,0.00194775,0.006972252,0.00318175,0.003116784,0.3442456],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005211975,"about_ca_system_score_gemma":0.006393998,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1087148,"about_ca_topic_score_gemma":0.2361245,"domain_scores_codex":[0.9986117,0.0001539824,0.00004486618,0.0001452654,0.0008499384,0.0001941346],"domain_scores_gemma":[0.9952132,0.0005801675,0.0001075754,0.0006891545,0.002364713,0.001045153],"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":[0.00001196875,0.000008601286,0.0001063935,0.00002283305,9.027555e-7,0.00002730388,0.0001096931,0.00003088189,0.0001342829,0.007425957,0.9501315,0.0419897],"study_design_scores_gemma":[0.000002077756,0.000002034541,0.0001511345,0.00002378975,4.792443e-7,0.00001837704,0.00007285899,0.00004931711,0.0000674308,0.0006609455,0.9989465,0.000005066173],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001079406,0.001330301,0.006377897,0.04955065,0.002736364,0.0001073205,0.00342664,0.0105272,0.9248643],"genre_scores_gemma":[0.001590637,0.0004627517,0.001565518,0.002603232,0.0001472073,0.00002358687,0.001054286,0.003238212,0.9893146],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.4252111,"threshold_uncertainty_score":0.8198666,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008215019535143324,"score_gpt":0.2105008075877369,"score_spread":0.2022857880525935,"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."}}