{"id":"W100313787","doi":"","title":"Online Material Selection.","year":2004,"lang":"en","type":"article","venue":"Teacher librarian","topic":"Material Selection and Properties","field":"Materials Science","cited_by":4,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Selection (genetic algorithm); Computer science; Psychology; Artificial intelligence","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":[],"category_scores_codex":[0.001335145,0.0008501237,0.0009439227,0.005017592,0.001657506,0.003656343,0.001154379,0.0007939088,0.7795373],"category_scores_gemma":[0.007850242,0.0004488078,0.0003900342,0.004687089,0.0002477395,0.002524592,0.002390894,0.0006412633,0.6995787],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006167161,"about_ca_system_score_gemma":0.001327947,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007589126,"about_ca_topic_score_gemma":0.00416092,"domain_scores_codex":[0.9989049,0.0001196508,0.0000976916,0.0001180964,0.000629275,0.0001302686],"domain_scores_gemma":[0.993739,0.001073141,0.0002686864,0.0008206109,0.002546515,0.001552083],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00005897084,0.00007779268,0.0003184508,0.0001619192,0.000002345455,0.00003243503,0.0000322512,0.00001696676,0.0006555694,0.0005863859,0.8899451,0.1081117],"study_design_scores_gemma":[0.00002310326,0.0000360256,0.001939847,0.00005942064,0.000003844695,0.00006065164,0.00009055694,0.00009533174,0.0009406322,0.000714326,0.996024,0.0000121099],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.003865898,0.0005212631,0.002838423,0.001468834,0.0009507734,0.001007906,0.04097407,0.01073191,0.9376409],"genre_scores_gemma":[0.005484814,0.0003770053,0.003320072,0.0005362221,0.0002952867,0.0003908174,0.02030917,0.00202409,0.9672626],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.7795373,"threshold_uncertainty_score":0.3144633,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02379042669227017,"score_gpt":0.2329973529660199,"score_spread":0.2092069262737498,"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."}}