{"id":"W6926691325","doi":"10.25316/g71r-dm67","title":"Malaspina College Staff Bulletin (Nanaimo) V.1:No.19 [February 8, 1980]","year":2025,"lang":"en","type":"article","venue":"VIUSpace (Vancouver Island University Library)","topic":"Advanced Physical and Chemical Molecular Interactions","field":"Chemistry","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Set (abstract data type); Work (physics); Control (management); MEDLINE","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0005624322,0.0006085792,0.0006255386,0.002242748,0.004526753,0.003520701,0.001004353,0.002158163,0.4023954],"category_scores_gemma":[0.003815563,0.0006259391,0.0002596356,0.003297399,0.0007779322,0.001781972,0.001042632,0.002237151,0.2588344],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004667707,"about_ca_system_score_gemma":0.005896491,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1415723,"about_ca_topic_score_gemma":0.3457945,"domain_scores_codex":[0.999479,0.00003059375,0.00003197379,0.00006547694,0.0002974292,0.00009562612],"domain_scores_gemma":[0.9990102,0.0001584972,0.00006252223,0.0000684535,0.0005572492,0.0001431246],"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":[0.00001891671,0.0000115318,0.0002031462,0.00006578659,0.000001313988,0.00003861829,0.00004660294,0.00001354446,0.0001220312,0.002152768,0.981252,0.01607388],"study_design_scores_gemma":[0.000003817011,0.000006055632,0.001901368,0.00007414378,0.000001151237,0.00001841792,0.00003485015,0.00001078422,0.0000925205,0.0002242585,0.9976272,0.000005366928],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001513836,0.006789704,0.0001456083,0.01045636,0.002257283,0.0001349609,0.01468113,0.0008886954,0.9631324],"genre_scores_gemma":[0.002632326,0.002234043,0.0001511171,0.001062057,0.0002399266,0.00005980585,0.001805077,0.0001887741,0.9916269],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.8584278,"threshold_uncertainty_score":0.8524104,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003485100995141227,"score_gpt":0.1856416813142839,"score_spread":0.1821565803191426,"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."}}