{"id":"W2086197335","doi":"10.1590/s0104-14282001000300006","title":"Esculpindo Superfícies de Polímeros com Luz","year":2001,"lang":"ca","type":"article","venue":"Polímeros","topic":"Chemistry Education and Research","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Physics; Humanities; Art","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0009837453,0.000319562,0.0003533037,0.0001226194,0.001397794,0.0004417125,0.0008693685,0.0003785774,0.0135476],"category_scores_gemma":[0.0004707363,0.0003208799,0.0002671436,0.001037214,0.001171872,0.0002468062,0.0001664224,0.0006248393,0.002062868],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005485753,"about_ca_system_score_gemma":0.001491006,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008941644,"about_ca_topic_score_gemma":0.0006364734,"domain_scores_codex":[0.9962054,0.0003530649,0.000422349,0.0005511673,0.001000469,0.001467563],"domain_scores_gemma":[0.9979956,0.0002572594,0.0001167516,0.0005480957,0.0002280805,0.0008542013],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003003017,0.003406969,0.3409764,0.0005030389,0.0005442529,0.0001670897,0.151909,0.00002526317,0.1275082,0.02342988,0.2802356,0.07099393],"study_design_scores_gemma":[0.001220222,0.00009754823,0.02116456,0.0001541356,0.00008011938,0.00005230457,0.04264921,0.0002296526,0.01843698,0.001119202,0.9139134,0.0008826688],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7069746,0.002793087,0.00006817437,0.07479837,0.001691066,0.0005795245,0.0000630084,0.0001935869,0.2128386],"genre_scores_gemma":[0.8599793,0.003662984,0.00005605255,0.000859275,0.001521137,0.00003668636,0.00002524409,0.00003748671,0.1338218],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6336778,"threshold_uncertainty_score":0.9999243,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04894579138955798,"score_gpt":0.3998471498112257,"score_spread":0.3509013584216677,"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."}}