{"id":"W2090801520","doi":"10.1598/rt.58.2.10","title":"Process/Content/Design/Critique: Generative and Dynamic Evaluation in a Digital World","year":2004,"lang":"en","type":"article","venue":"The Reading Teacher","topic":"Literacy, Media, and Education","field":"Arts and Humanities","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Generative grammar; Process (computing); Dynamic assessment; Literacy; Psychology; Work (physics); Multimedia; Mathematics education; Pedagogy; Computer science; Engineering; Artificial intelligence","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":[0.05280515,0.0007208948,0.0003913217,0.003418837,0.00230082,0.008180962,0.001455436,0.00275187,0.003940858],"category_scores_gemma":[0.1603342,0.0004207938,0.0004878529,0.00192524,0.008379803,0.004968463,0.005712484,0.001709371,0.0006735583],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004388441,"about_ca_system_score_gemma":0.004368301,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001795681,"about_ca_topic_score_gemma":0.002720491,"domain_scores_codex":[0.9381784,0.0499813,0.001585466,0.001237517,0.007960609,0.001056648],"domain_scores_gemma":[0.8392437,0.1238237,0.00460898,0.01351766,0.01596484,0.002841088],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.0007449221,0.00279372,0.01963903,0.001222642,0.00005062099,0.0008046344,0.2783602,0.005681669,0.01634213,0.1168041,0.007828431,0.5497279],"study_design_scores_gemma":[0.001385792,0.00698352,0.05731258,0.004465921,0.0003552142,0.002318928,0.3025783,0.07034832,0.08088779,0.1878408,0.2848581,0.0006647447],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5843918,0.0006558076,0.2538869,0.005150832,0.0003497745,0.006991829,0.0001431395,0.0009917506,0.1474381],"genre_scores_gemma":[0.8843535,0.0002428288,0.1020882,0.0005094293,0.00005031114,0.002193147,0.00008891262,0.0002297043,0.01024396],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05280515,"threshold_uncertainty_score":0.2792637,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08489063605959975,"score_gpt":0.3140953218602744,"score_spread":0.2292046858006747,"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."}}