{"id":"W2020542222","doi":"10.3139/217.1839","title":"On-line Visualization of PS/PP Melting Mechanisms in a Co-rotating Twin Screw Extruder","year":2004,"lang":"en","type":"article","venue":"International Polymer Processing","topic":"Polymer crystallization and properties","field":"Materials Science","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Materials science; Polypropylene; Pellets; Barrel (horology); Extrusion; Composite material; Plastics extrusion; Polystyrene; Phase (matter); Polymer; Extrusion moulding; Die (integrated circuit)","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":[0.0003562963,0.0001593086,0.0001820026,0.0002306961,0.0001028014,0.0001306843,0.0002771999,0.00006452139,0.0005435699],"category_scores_gemma":[0.0001675323,0.0001475802,0.00003883008,0.0002510582,0.00007401948,0.0005036583,0.00005320621,0.00008250905,0.00004497255],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007826328,"about_ca_system_score_gemma":0.0001525846,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001437413,"about_ca_topic_score_gemma":0.00002490989,"domain_scores_codex":[0.9983342,0.00005295213,0.0005497356,0.0002925858,0.0005460944,0.00022446],"domain_scores_gemma":[0.9993419,0.00004503458,0.000317543,0.0001016069,0.0001441025,0.00004983604],"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":[0.0001076761,0.0001776358,0.0002613159,0.00007720387,0.000009587383,0.00000738847,0.002148107,0.0100036,0.9422165,0.03708865,0.000009865075,0.007892477],"study_design_scores_gemma":[0.0008958114,0.0000648886,0.00008144503,0.0006372096,0.00000549993,0.00001040439,0.0002583438,0.01320966,0.9783899,0.006219768,0.00003975238,0.0001873314],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7106931,0.001355457,0.2777721,0.000660152,0.0005167897,0.000226976,0.00002869637,0.0001544411,0.008592349],"genre_scores_gemma":[0.9965574,0.00000800944,0.002375812,0.0006531383,0.00007871124,0.00001836058,0.00002921565,0.00002874264,0.0002505732],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2858644,"threshold_uncertainty_score":0.6018147,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03278418856354258,"score_gpt":0.3268818399330217,"score_spread":0.2940976513694791,"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."}}