{"id":"W6893521556","doi":"10.5281/zenodo.3350525","title":"Think Like A Scholar: How to find free and Open Access scholarly resources","year":2019,"lang":"en","type":"article","venue":"Figshare","topic":"Publishing and Scholarly Communication","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Guelph","funders":"","keywords":"Multitude; Public access; Institution; Information access; Access to information; Free access; Scholarly communication; Public institution","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["scholarly_communication","open_science"],"consensus_categories":[],"category_scores_codex":[0.04181064,0.001287526,0.001818527,0.01045799,0.01365589,0.04353169,0.004926401,0.01327717,0.09875964],"category_scores_gemma":[0.1725709,0.002095271,0.001552477,0.01391567,0.01630746,0.06872381,0.01984055,0.01095043,0.1291066],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003109932,"about_ca_system_score_gemma":0.01609077,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003795049,"about_ca_topic_score_gemma":0.01349083,"domain_scores_codex":[0.967731,0.01479122,0.003083223,0.002401533,0.01056793,0.001425148],"domain_scores_gemma":[0.8796149,0.06299938,0.004343876,0.01516476,0.01754012,0.02033694],"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":[0.00003986832,0.00007510023,0.0005935733,0.0009878167,0.00002775875,0.0002759331,0.009201798,0.0001124561,0.0004770409,0.04297791,0.6836149,0.2616157],"study_design_scores_gemma":[0.00002073221,0.0000244928,0.0001806514,0.0009815048,0.00001662547,0.0003608617,0.00611529,0.0001650815,0.0002065035,0.05350673,0.9383485,0.00007306079],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.002969404,0.02213286,0.1425854,0.5194765,0.02404559,0.001205604,0.001646089,0.01297141,0.2729671],"genre_scores_gemma":[0.03109806,0.04380688,0.6096978,0.08298688,0.01241686,0.001860606,0.002834568,0.01547103,0.1998275],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.9950736,"threshold_uncertainty_score":0.330384,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1352975901836626,"score_gpt":0.3061492912089577,"score_spread":0.1708517010252951,"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."}}