{"id":"W2908686248","doi":"10.1145/3308774.3308788","title":"Autumn School for Information Retrieval and Foraging 2018","year":2019,"lang":"en","type":"article","venue":"ACM SIGIR Forum","topic":"Geographic Information Systems Studies","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Foraging; Computer science; Work (physics); Library science; Information retrieval; World Wide Web; Ecology","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":[],"consensus_categories":[],"category_scores_codex":[0.0008111958,0.00008701914,0.000136095,0.000147618,0.0006121438,0.0001754822,0.0002117443,0.00008509871,0.00004348317],"category_scores_gemma":[0.0009356246,0.00008212982,0.00005407232,0.0002520612,0.00008407928,0.001911831,0.000120736,0.00006573996,0.0003087503],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005642571,"about_ca_system_score_gemma":0.00006320047,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000278834,"about_ca_topic_score_gemma":0.00009557867,"domain_scores_codex":[0.9989606,0.00001879584,0.0002782065,0.00008927035,0.0002979781,0.0003552181],"domain_scores_gemma":[0.9991756,0.0001632899,0.0001628927,0.0002111148,0.0002041594,0.00008294646],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002525778,0.00002274745,0.4725965,0.0004232916,0.0001777344,3.104101e-7,0.07916725,0.00002052453,0.00009670135,0.2955918,0.1276505,0.02400002],"study_design_scores_gemma":[0.0007860469,0.00007994596,0.02159158,0.00003656705,0.0000121055,9.881481e-7,0.05146373,0.0001337529,0.00003827602,0.009293097,0.9163647,0.0001991502],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8010778,0.0003479321,0.002202759,0.01594879,0.003105982,0.003531512,0.00005674659,0.0004186877,0.1733097],"genre_scores_gemma":[0.9969082,0.00004063918,0.0007108222,0.0006991627,0.00008787532,0.00002880466,0.00001313407,0.000005093008,0.001506212],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7887142,"threshold_uncertainty_score":0.4708177,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0131197026370843,"score_gpt":0.2768595347667703,"score_spread":0.263739832129686,"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."}}