{"id":"W3029396292","doi":"10.29173/pathfinder27","title":"Welcome to Pathfinder","year":2020,"lang":"en","type":"article","venue":"Pathfinder A Canadian Journal for Information Science Students and Early Career Professionals","topic":"Art, Technology, and Culture","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Pathfinder; Listing (finance); Library science; Political science; History; Computer science; Business","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts","scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.0007337752,0.0001588515,0.000177552,0.0003745909,0.002909404,0.001589566,0.0006745977,0.00007156865,0.0003326483],"category_scores_gemma":[0.000228853,0.0001168991,0.00006553694,0.0001604436,0.000330993,0.0026057,0.00009441504,0.0002893589,0.00008784031],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007733805,"about_ca_system_score_gemma":0.0007315184,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008120608,"about_ca_topic_score_gemma":0.003520383,"domain_scores_codex":[0.9981562,0.00001739794,0.0003943149,0.0001768758,0.0007065003,0.0005487089],"domain_scores_gemma":[0.9977989,0.00001856204,0.000144593,0.0001097295,0.0007780232,0.001150206],"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":[0.00004492321,0.00002769925,0.03647659,0.00005761159,0.00006742668,0.00001138469,0.7439777,0.00002377008,0.00003882798,0.07286031,0.1302832,0.01613067],"study_design_scores_gemma":[0.0006009818,0.000253597,0.03820262,0.00006847864,0.00001641755,0.00001438072,0.07160519,0.00002838801,0.00002408089,0.001158607,0.8877163,0.0003109698],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9400725,0.0002517258,0.001066361,0.03266064,0.005477183,0.001668636,0.0005645189,0.00009774312,0.01814066],"genre_scores_gemma":[0.9858822,0.000005166085,0.0001122952,0.01265112,0.0004563893,0.00004250376,0.000008635544,0.000008183176,0.000833554],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7574331,"threshold_uncertainty_score":0.9994469,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06151330931568487,"score_gpt":0.3072504373871271,"score_spread":0.2457371280714422,"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."}}