{"id":"W4200345920","doi":"10.29173/jjs74","title":"Collaboration and Connection","year":2021,"lang":"en","type":"article","venue":"Journal of Juvenilia Studies","topic":"Themes in Literature Analysis","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Agency (philosophy); Scholarship; Narrative; Sociology; Intervention (counseling); Creative writing; Gender studies; Emigration; Psychology; Literature; Social science; Political science; Law; Art","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001566909,0.00005496375,0.0002005535,0.00006421875,0.0001518776,0.000122218,0.0000273384,0.00001402216,0.0001252164],"category_scores_gemma":[0.000237705,0.00004061737,0.00005436048,0.00005527165,0.00009231161,0.0002862013,0.00002101619,0.00007582876,0.000002215002],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002571489,"about_ca_system_score_gemma":0.00002806906,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001279015,"about_ca_topic_score_gemma":0.0002301027,"domain_scores_codex":[0.9994984,0.00004224576,0.0002372794,0.00005548565,0.0001143461,0.00005222985],"domain_scores_gemma":[0.99862,0.00008472458,0.0001827653,0.00005200324,0.001041893,0.00001859561],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000123219,0.0001635874,0.001350374,0.0001758914,0.003228117,0.0002531672,0.3032191,0.00003333852,0.002974805,0.4837916,0.1957134,0.00897332],"study_design_scores_gemma":[0.000399289,0.0001442015,0.0001493921,0.00008996609,0.0003017844,0.00009461871,0.1025232,0.000009531632,0.001552778,0.01218792,0.8824536,0.00009380608],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8573343,0.1036337,0.00005900207,0.01367111,0.004619129,0.00006403816,0.00001612045,0.00002218918,0.02058051],"genre_scores_gemma":[0.9918591,0.001172987,0.0002776666,0.0002514206,0.0009128628,7.547559e-7,9.507056e-7,0.000004533532,0.005519769],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6867402,"threshold_uncertainty_score":0.1656328,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02869574939995397,"score_gpt":0.2858738610729026,"score_spread":0.2571781116729486,"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."}}