{"id":"W3081031829","doi":"10.1075/ssol.19020.mil","title":"Approaching text genre","year":2020,"lang":"en","type":"article","venue":"Scientific Study of Literature","topic":"Visual and Cognitive Learning Processes","field":"Psychology","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Competition (biology); Context (archaeology); Embedding; Computer science; Test (biology); Psychology; Cognitive psychology; Simple (philosophy); Artificial intelligence; Social psychology; Epistemology; History","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":[0.001278674,0.0003159392,0.0003281598,0.0005391,0.0006133585,0.003461673,0.0006335948,0.0007735551,0.01190298],"category_scores_gemma":[0.01660191,0.0001409341,0.0004109571,0.0003779893,0.0006121542,0.002280563,0.001259183,0.00112666,0.001824188],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000470333,"about_ca_system_score_gemma":0.0003141084,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000511763,"about_ca_topic_score_gemma":0.0005149107,"domain_scores_codex":[0.9989497,0.0004575642,0.00004642774,0.0002664661,0.0002140768,0.00006573312],"domain_scores_gemma":[0.993766,0.003744234,0.0005783489,0.0006996735,0.0005852914,0.0006264503],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.002549522,0.001271406,0.09338599,0.002573451,0.0002553107,0.001533519,0.02866974,0.01363555,0.2189438,0.08684536,0.01314284,0.5371935],"study_design_scores_gemma":[0.0006353486,0.004780653,0.2099851,0.001268825,0.000339764,0.00267406,0.03823842,0.1317217,0.09039371,0.2686442,0.2508788,0.0004395531],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9076567,0.0006289022,0.02665292,0.0007062253,0.0002628609,0.0001496476,0.0002086568,0.0002782517,0.06345587],"genre_scores_gemma":[0.9770757,0.0002645937,0.01564772,0.0002188407,0.00008292236,0.00005006105,0.0001698615,0.00009128005,0.006398987],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01190298,"threshold_uncertainty_score":0.03981948,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05879715724269949,"score_gpt":0.3443052836488518,"score_spread":0.2855081264061523,"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."}}