{"id":"W2990363323","doi":"10.1002/jaal.1034","title":"“How Emotional Do I Make It?”: Making a Stance in Multimodal Compositions","year":2020,"lang":"en","type":"article","venue":"Journal of Adolescent & Adult Literacy","topic":"Literacy, Media, and Education","field":"Arts and Humanities","cited_by":21,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Social Sciences and Humanities Research Council of Canada","keywords":"Affordance; Composition (language); Construct (python library); Affect (linguistics); Rhetorical question; Representation (politics); Expression (computer science); Literacy; Portrait; Sociology; Space (punctuation); Frame (networking); Psychology; Object (grammar); Pedagogy; Aesthetics; Linguistics; Visual arts; Cognitive psychology; Art; Communication; Computer science; Literature; Politics","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005117746,0.0003439432,0.0002308384,0.0006204575,0.004085683,0.005663691,0.0005339493,0.001260816,0.002340025],"category_scores_gemma":[0.0122236,0.0002334435,0.0002802112,0.0003284108,0.01024395,0.00388723,0.004261354,0.002482898,0.0004816047],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001195711,"about_ca_system_score_gemma":0.0009343219,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006416931,"about_ca_topic_score_gemma":0.001025481,"domain_scores_codex":[0.9961019,0.002939003,0.0000853395,0.0001917193,0.0004759337,0.0002060723],"domain_scores_gemma":[0.9953144,0.002897646,0.0005844177,0.0002499133,0.0004465298,0.0005070744],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00009669854,0.00009679191,0.007447406,0.0001047819,0.00001616311,0.000949172,0.9048246,0.0001059687,0.006365556,0.05579202,0.00187881,0.02232204],"study_design_scores_gemma":[0.0000283559,0.0001976282,0.008855391,0.0005139135,0.0000641893,0.001460627,0.8489862,0.00128276,0.007196646,0.03149221,0.0998621,0.00005990483],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8784836,0.0004922629,0.01669454,0.008040928,0.0004436254,0.00008957211,0.00002661526,0.0001099973,0.09561888],"genre_scores_gemma":[0.9928281,0.0001731688,0.002548641,0.0004910132,0.00003694639,0.00002533349,0.00001114492,0.00003753737,0.003848228],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005663691,"threshold_uncertainty_score":0.02706552,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02926677362299583,"score_gpt":0.2760691079013207,"score_spread":0.2468023342783249,"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."}}