{"id":"W4411618094","doi":"10.51847/0gppzgdy6z","title":"10.51847/0gPPzgDY6z","year":2000,"lang":"en","type":"article","venue":"Time to knit","topic":"Education and Learning Interventions","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Architecture; Quality (philosophy); Computer science; Computer architecture; Process management; Engineering; Geography; Epistemology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0007005009,0.001237197,0.0007303134,0.001878647,0.00119403,0.002661744,0.0007206883,0.002389567,0.9604906],"category_scores_gemma":[0.001485507,0.0003884012,0.0005338485,0.001620383,0.0008417704,0.002213786,0.0022591,0.000991096,0.9480921],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009467978,"about_ca_system_score_gemma":0.0006822994,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004214988,"about_ca_topic_score_gemma":0.002735934,"domain_scores_codex":[0.9994886,0.00006246746,0.00004540337,0.0001459321,0.000134714,0.0001228203],"domain_scores_gemma":[0.9991697,0.0002460385,0.00004686033,0.0001052186,0.0002312615,0.0002009596],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003494266,0.0002704487,0.003417926,0.000435616,0.00002194533,0.0005809393,0.0002705317,0.0004211617,0.003642222,0.006787411,0.1914081,0.7923942],"study_design_scores_gemma":[0.0000847419,0.0001109288,0.00307254,0.0002491798,0.00001501403,0.0006483716,0.0003658165,0.0005336081,0.0008525124,0.001447391,0.9925984,0.00002130621],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.005398419,0.0004550396,0.003175319,0.00119904,0.0005001514,0.0001971954,0.001575878,0.001405432,0.9860934],"genre_scores_gemma":[0.009969483,0.0003931076,0.002163606,0.000413355,0.00006864872,0.0001142409,0.001101652,0.0003383437,0.9854375],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.03950942,"threshold_uncertainty_score":0.0563553,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01215452519616527,"score_gpt":0.2328624052985834,"score_spread":0.2207078801024181,"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."}}