{"id":"W627395374","doi":"","title":"Interdisciplinary research : diverse approaches in science, technology, health, and society","year":2006,"lang":"en","type":"book","venue":"DigitalGeorgetown (Georgetown University Library)","topic":"Academic Research and Education Studies","field":"Environmental Science","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Sociology; Narrative; Serendipity; Library science; Media studies; Psychology; Art; Philosophy; Epistemology","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","open_science"],"consensus_categories":["sts"],"category_scores_codex":[0.001045819,0.0005034804,0.0006363037,0.001945133,0.001705529,0.0002346262,0.001798019,0.0005798216,0.0003773557],"category_scores_gemma":[0.00007961418,0.0005191978,0.0001753526,0.004189243,0.01066529,0.003131433,0.0124447,0.00203921,0.0002833118],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001879449,"about_ca_system_score_gemma":0.00164926,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001123773,"about_ca_topic_score_gemma":0.00003907261,"domain_scores_codex":[0.9949864,0.0001239216,0.0004501528,0.001575954,0.001280256,0.001583359],"domain_scores_gemma":[0.9981834,0.0002001143,0.0002217551,0.000671368,0.00004486406,0.0006785154],"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":[0.00003945198,0.000141476,0.01863504,0.0000790611,0.00003028164,0.00004237083,0.002149265,0.000009145233,0.000004118616,0.006958959,0.9602752,0.01163557],"study_design_scores_gemma":[0.0004353267,0.000150186,0.004119286,0.0001915707,0.000007309863,0.000008682367,0.01119368,0.0000518636,0.00001895104,0.02884376,0.9544505,0.0005288546],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.009618768,0.0005872773,0.00000758797,0.0156503,0.0001269743,0.0008767188,0.0001296828,0.0002318466,0.9727709],"genre_scores_gemma":[0.01095559,0.001081359,0.0007316978,0.0001451423,0.0001245568,0.000008890791,0.0002643453,0.00006057923,0.9866278],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.0218848,"threshold_uncertainty_score":0.9997259,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04695964648702595,"score_gpt":0.2852421418121124,"score_spread":0.2382824953250865,"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."}}