{"id":"W2238021178","doi":"10.12968/sece.2009.2.1448","title":"Think on that","year":2009,"lang":"en","type":"article","venue":"SecEd","topic":"Educational Leadership and Practices","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"World Federation of Science Journalists","funders":"","keywords":"Reading (process); Art; Visual arts; Philosophy; Linguistics","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002855739,0.00002660014,0.00002790967,0.00001720114,0.000192858,0.00004540248,0.0001001514,0.00003214413,0.0006130988],"category_scores_gemma":[0.0001644091,0.0000235299,0.00001652435,0.00006955572,0.0000276457,0.0001562145,0.000001538792,0.00006741563,0.0003665141],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001955647,"about_ca_system_score_gemma":0.00007298177,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001630873,"about_ca_topic_score_gemma":0.0001987011,"domain_scores_codex":[0.9995563,0.00007995612,0.00002816634,0.00006678057,0.0001696449,0.00009915888],"domain_scores_gemma":[0.999668,0.0001916451,0.00002356947,0.00005876734,0.00001526962,0.00004273671],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002231642,0.00008986881,0.0008345351,0.000001364054,0.000005793024,0.000001601321,0.1183649,0.000002235049,0.0001037357,0.8371192,0.02206248,0.02139199],"study_design_scores_gemma":[0.0001120047,0.00007994286,0.04835599,0.00001143138,0.00000630877,3.235563e-7,0.05776475,0.000001545796,0.0003461554,0.0582731,0.8349258,0.000122649],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1384513,0.00005693841,0.000002519876,0.1171666,0.000311023,0.00004656754,4.264996e-7,0.00004411046,0.7439204],"genre_scores_gemma":[0.9855242,0.00002207224,0.00009440623,0.005672851,0.0003400247,4.82402e-7,0.000001427498,0.000001307844,0.008343195],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8470729,"threshold_uncertainty_score":0.6713002,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1329502870146433,"score_gpt":0.4143555598874202,"score_spread":0.2814052728727768,"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."}}