{"id":"W3215467629","doi":"10.3390/polym13234156","title":"A Simple Approach to Control the Physical and Chemical Features of Custom-Synthesized N-Doped Carbon Nanotubes and the Extent of Their Network Formation in Polymers: The Importance of Catalyst to Substrate Ratio","year":2021,"lang":"en","type":"article","venue":"Polymers","topic":"Carbon Nanotubes in Composites","field":"Materials Science","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia, Okanagan Campus; University of British Columbia; University of Calgary","funders":"","keywords":"Carbon nanotube; Materials science; Raman spectroscopy; Catalysis; X-ray photoelectron spectroscopy; Nanocomposite; Chemical vapor deposition; Chemical engineering; Substrate (aquarium); Nanotube; Nanotechnology; Composite material; Organic chemistry; Chemistry","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":[0.0005995372,0.0001627939,0.0004603484,0.00003382533,0.00006237639,0.00003919001,0.0003000536,0.0000421029,0.000005498537],"category_scores_gemma":[0.0001495297,0.00008243959,0.0000812466,0.0003732103,0.0004607715,0.00007022903,0.0001514389,0.00009131337,1.568736e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001926015,"about_ca_system_score_gemma":0.00005276112,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006165401,"about_ca_topic_score_gemma":0.0001881392,"domain_scores_codex":[0.9985439,0.0002813129,0.0004241465,0.0002406189,0.0002697608,0.0002402455],"domain_scores_gemma":[0.998306,0.0009390174,0.000207642,0.0004364376,0.00006073521,0.00005014208],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0006226866,0.00005740561,0.0006382863,0.00003816553,0.00003042317,6.177946e-7,0.005617725,0.0003113282,0.9909471,0.001294646,0.00002963373,0.000411967],"study_design_scores_gemma":[0.0009628643,0.00003005634,0.002781672,0.00003563593,0.00006283809,0.00001328015,0.001914894,0.003152826,0.9907502,0.0001911981,0.00000788433,0.00009664631],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9951133,0.002736028,0.00005590292,0.00104296,0.00004899024,0.0005969007,0.00003461139,0.000007546078,0.0003637412],"genre_scores_gemma":[0.9995116,0.00002357633,0.00006659982,0.0002272047,0.00006004511,0.00008465095,0.000005000118,0.00001120097,0.00001009308],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00439831,"threshold_uncertainty_score":0.3361789,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00862593671826993,"score_gpt":0.2265218967603143,"score_spread":0.2178959600420443,"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."}}