{"id":"W4411618322","doi":"10.51847/vjizchexh7","title":"10.51847/VJizcHExH7","year":2000,"lang":"en","type":"article","venue":"Time to knit","topic":"Education, Sociology, Communication Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Business; Literacy; Advertising; Marketing; Psychology; Pedagogy","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0007294882,0.00006735291,0.0001079961,0.00003624487,0.0006170387,0.00003011397,0.0003917664,0.00006294338,0.9770049],"category_scores_gemma":[0.0003347826,0.00007185023,0.00003662084,0.0002588777,0.0003315254,0.00008502604,0.00004313696,0.00007848744,0.9441705],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007362555,"about_ca_system_score_gemma":0.00008908732,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004138315,"about_ca_topic_score_gemma":0.0000146606,"domain_scores_codex":[0.9990495,0.0003258132,0.0001274579,0.0001338335,0.0001477793,0.0002155666],"domain_scores_gemma":[0.999117,0.0003394452,0.00003006773,0.0003169146,0.0001039381,0.00009269354],"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":[0.000007391739,0.00007701956,0.00002745149,0.000001465975,0.00002806593,1.623113e-7,0.01173016,0.000007954872,0.000006372262,0.000371243,0.1840724,0.8036703],"study_design_scores_gemma":[0.00004904812,0.00001551657,0.000631789,0.000003377624,0.000006732362,1.55143e-7,0.0006848262,0.000001272251,8.541534e-7,0.00004156462,0.9984784,0.00008650099],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.002513709,0.0002270712,2.989266e-7,0.01354778,0.000008566827,0.000149532,0.000002797065,0.0001380796,0.9834121],"genre_scores_gemma":[0.003381244,0.00002233829,0.0004029416,0.0002260104,0.0002805964,0.00004644411,0.000005370445,0.000008086467,0.995627],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.814406,"threshold_uncertainty_score":0.4745826,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05241499126068964,"score_gpt":0.3450221668435014,"score_spread":0.2926071755828117,"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."}}