{"id":"W4308317596","doi":"10.52843/cassyni.ldb6j9","title":"Morphology matters, or Do you need to teach affixes?","year":2022,"lang":"en","type":"preprint","venue":"","topic":"Lexicography and Language Studies","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Access Alliance Multicultural Health and Community Services","funders":"","keywords":"Vocabulary; Curriculum; Mathematics education; Relation (database); Psychology; Focus (optics); Qualitative analysis; Morphology (biology); Work (physics); Linguistics; Qualitative research; Computer science; Pedagogy; Sociology; Social science","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":[0.002999621,0.0002326065,0.0004913047,0.0004387508,0.001115681,0.002953646,0.0004902686,0.001058438,0.01429427],"category_scores_gemma":[0.0183726,0.0002278859,0.0002262074,0.0009010955,0.002627466,0.006150173,0.001298059,0.001682583,0.003871002],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001078626,"about_ca_system_score_gemma":0.002755951,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004300795,"about_ca_topic_score_gemma":0.01255506,"domain_scores_codex":[0.9987301,0.0004412381,0.00006897117,0.0002184302,0.0003350033,0.0002062652],"domain_scores_gemma":[0.9945148,0.002593496,0.0007617907,0.000373167,0.000662061,0.001094725],"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":[0.0002672762,0.0004217021,0.1101638,0.001547362,0.00006579717,0.001178403,0.05143537,0.0001562105,0.00894571,0.03316512,0.03072491,0.7619283],"study_design_scores_gemma":[0.00006927999,0.0004845796,0.2755805,0.002126083,0.0001378741,0.002310189,0.1243233,0.0003698594,0.004738937,0.05170738,0.5380687,0.00008329631],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5941652,0.01533319,0.01592266,0.2079471,0.002485639,0.0001509742,0.0003387309,0.0003647423,0.1632917],"genre_scores_gemma":[0.9350911,0.009457753,0.01278048,0.0130032,0.0004565445,0.00009817947,0.0001984025,0.0002029054,0.0287114],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01429427,"threshold_uncertainty_score":0.04781908,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03300083590163123,"score_gpt":0.2659196724753904,"score_spread":0.2329188365737592,"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."}}