{"id":"W2140800933","doi":"10.21083/partnership.v10i1.3436","title":"Profile: Jason Hammond","year":2015,"lang":"en","type":"article","venue":"Partnership The Canadian Journal of Library and Information Practice and Research","topic":"Lexicography and Language Studies","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Environmental science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["scholarly_communication"],"consensus_categories":["scholarly_communication"],"category_scores_codex":[0.001710854,0.00005751921,0.0000772036,0.0003112614,0.0008720637,0.001261474,0.0001250489,0.00003141582,0.0002290435],"category_scores_gemma":[0.0005846627,0.0000327259,0.00002274584,0.0001161272,0.0005932453,0.01659764,0.00002789144,0.000428218,0.00001727443],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000007192036,"about_ca_system_score_gemma":0.0005750919,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007073389,"about_ca_topic_score_gemma":0.0007348961,"domain_scores_codex":[0.9990366,0.0002654071,0.000207684,0.00003588673,0.0002580227,0.0001964253],"domain_scores_gemma":[0.9988073,0.0003668205,0.0001291483,0.00006785123,0.0002731004,0.0003557904],"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":[0.0001350942,0.000006920502,0.0005482532,0.00003557587,0.00006016363,0.00002116805,0.2225476,9.313414e-7,1.61989e-7,0.6640438,0.1066216,0.005978722],"study_design_scores_gemma":[0.0001965319,0.000163284,0.0002569396,0.00002540624,0.00001159547,0.00007399474,0.1195221,0.00001262701,0.00001597417,0.001805492,0.8778718,0.00004420139],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.03887424,0.007666385,0.000001816853,0.09144497,0.0002641494,0.0001837842,0.00001331124,0.000008553641,0.8615428],"genre_scores_gemma":[0.9937208,0.0005082468,0.00005351049,0.00253142,0.0004924196,0.000003996793,0.000005381055,0.000004175853,0.002680019],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9548466,"threshold_uncertainty_score":0.9997753,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1177311751160826,"score_gpt":0.3282083784492511,"score_spread":0.2104772033331685,"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."}}