{"id":"W4291003998","doi":"10.29173/cais1254","title":"Search engine paths not taken","year":2022,"lang":"en","type":"article","venue":"Proceedings of the Annual Conference of CAIS / Actes du congrès annuel de l ACSI","topic":"Wikis in Education and Collaboration","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer science; Ranking (information retrieval); Data science; Search engine; Filter (signal processing); Information retrieval; Work (physics); World Wide Web; Engineering","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.001527767,0.0001275879,0.0002265768,0.000137521,0.0006272901,0.001222925,0.001457339,0.00007449042,0.0003689698],"category_scores_gemma":[0.0102881,0.0001157501,0.00009372777,0.0009214607,0.0003971079,0.003673319,0.0003945739,0.0002885794,0.000003820277],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001559822,"about_ca_system_score_gemma":0.001050379,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007664791,"about_ca_topic_score_gemma":0.00005332381,"domain_scores_codex":[0.9981374,0.00008063658,0.0003203294,0.0002222727,0.0009093272,0.0003300596],"domain_scores_gemma":[0.9706334,0.0001184564,0.0003657893,0.0001328838,0.02863687,0.0001125667],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002027751,0.0004555154,0.09601191,0.0001361384,0.00007799563,8.336406e-7,0.6126845,0.00006736303,0.01596472,0.2295876,0.02487171,0.01993885],"study_design_scores_gemma":[0.000486735,0.000274199,0.04181004,0.00005666214,0.00004907832,0.000005267336,0.1374841,0.0002459437,0.02233837,0.004149932,0.7927665,0.0003331349],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9503734,0.00005378803,0.000006780734,0.0126086,0.0003805504,0.0003332792,0.0001205277,0.00004106386,0.03608208],"genre_scores_gemma":[0.9955305,0.00006134507,0.0002006911,0.0003782616,0.0001865083,0.00006438328,0.000004680409,0.00001294107,0.00356064],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7678948,"threshold_uncertainty_score":0.9998139,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03289323148975717,"score_gpt":0.2953674450036972,"score_spread":0.26247421351394,"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."}}