{"id":"W4408272047","doi":"10.21083/partnership.v19i2.7762","title":"The First Year","year":2025,"lang":"en","type":"article","venue":"Partnership The Canadian Journal of Library and Information Practice and Research","topic":"Library Science and Information Literacy","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts","scholarly_communication"],"consensus_categories":["scholarly_communication"],"category_scores_codex":[0.004470444,0.00003825827,0.00004905515,0.000273138,0.004372454,0.00291319,0.0003798665,0.0000477255,0.00006801055],"category_scores_gemma":[0.001715039,0.00002053161,0.00002025519,0.0007160561,0.0008458233,0.07827155,0.00003805175,0.0003876841,0.00002030547],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001461501,"about_ca_system_score_gemma":0.00234793,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004620092,"about_ca_topic_score_gemma":0.0002967461,"domain_scores_codex":[0.9987636,0.000361127,0.000268939,0.0000303849,0.0003329767,0.0002429355],"domain_scores_gemma":[0.9976764,0.001669323,0.0001351408,0.00009031257,0.0001837732,0.0002450817],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002844661,0.000001244277,0.001788729,0.000007077029,0.000008215611,8.112634e-7,0.01381591,0.000001899535,2.497586e-8,0.911326,0.06595194,0.007069732],"study_design_scores_gemma":[0.0000916486,0.00002746262,0.002550105,0.00002367363,0.000003123874,0.000006870362,0.04672414,0.00003193428,0.000005790544,0.005972011,0.9445376,0.00002561175],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.003271681,0.0008538463,0.000006318421,0.5425212,0.0001743093,0.0001176751,0.000001251989,0.000003877171,0.4530498],"genre_scores_gemma":[0.9439214,0.007563163,0.0001353569,0.03683506,0.0003081037,0.000006307132,0.000002890871,0.000002940507,0.01122474],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9406497,"threshold_uncertainty_score":0.9981219,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04235715900647585,"score_gpt":0.3674241519085339,"score_spread":0.3250669929020581,"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."}}