{"id":"W4386058475","doi":"10.2139/ssrn.4546995","title":"A New Video Series on Visual Research Methods at INFIDEOS","year":2023,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Participatory Visual Research Methods","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Series (stratigraphy); Computer science; Computer graphics (images); Geology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005317486,0.002600041,0.001004135,0.006661755,0.00333349,0.004994039,0.002546254,0.00286212,0.1840168],"category_scores_gemma":[0.01342611,0.0005800253,0.0009688349,0.004305379,0.001567944,0.004453742,0.005293909,0.005048836,0.0431071],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001609703,"about_ca_system_score_gemma":0.00169396,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0049063,"about_ca_topic_score_gemma":0.02091013,"domain_scores_codex":[0.9971323,0.001093568,0.00009972975,0.000267576,0.00106996,0.0003368603],"domain_scores_gemma":[0.9855939,0.007463803,0.0004204859,0.0009782824,0.002960028,0.002583631],"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":[0.00006112447,0.00008368137,0.00008454199,0.0003053453,0.000006878707,0.0001418342,0.0004331267,0.00007934967,0.0008240401,0.001553943,0.924656,0.07177013],"study_design_scores_gemma":[0.0000160276,0.00005248446,0.0005818499,0.0002178659,0.000004527549,0.0001645938,0.0003740632,0.0001146859,0.0003457311,0.001023957,0.9970884,0.00001583214],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.007356906,0.04412142,0.05904325,0.0633336,0.3252719,0.002147434,0.008574691,0.005068765,0.485082],"genre_scores_gemma":[0.01732017,0.02047644,0.02219672,0.01364445,0.1524894,0.001481236,0.004838484,0.004963304,0.7625898],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1840168,"threshold_uncertainty_score":0.6155975,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5724063089919211,"score_gpt":0.7085146052478611,"score_spread":0.13610829625594,"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."}}